From 97bfe8065c3b63a6eda3f5e1a1726511580af5e1 Mon Sep 17 00:00:00 2001 From: slobentanzer Date: Wed, 15 May 2024 13:08:21 +0200 Subject: [PATCH] run benchmark processing --- benchmark/results/processed/correlations.txt | 8 +-- .../processed/end_to_end_query_generation.csv | 10 +-- .../results/processed/entity_selection.csv | 34 +++++----- ...explicit_relevance_of_single_fragments.csv | 6 +- .../results/processed/extraction_assay.csv | 31 +++++++++ .../results/processed/extraction_chemical.csv | 31 +++++++++ .../results/processed/extraction_context.csv | 31 +++++++++ .../results/processed/extraction_disease.csv | 31 +++++++++ .../results/processed/extraction_entity.csv | 31 +++++++++ .../extraction_experiment_yes_or_no.csv | 33 +++++++++- .../processed/extraction_hypothesis.csv | 31 +++++++++ .../processed/extraction_intervention.csv | 31 +++++++++ .../processed/extraction_ncbi_link.csv | 31 +++++++++ .../processed/extraction_significance.csv | 31 +++++++++ .../results/processed/extraction_stats.csv | 31 +++++++++ ...plicit_relevance_of_multiple_fragments.csv | 26 ++++---- .../naive_query_generation_using_schema.csv | 20 +++--- .../results/processed/naive_vs_biochatter.txt | 8 +-- .../results/processed/overview-model.csv | 13 ++-- .../processed/overview-quantisation.csv | 62 +++++++++--------- benchmark/results/processed/overview.csv | 62 +++++++++--------- .../results/processed/property_exists.csv | 14 ++-- .../results/processed/property_selection.csv | 36 +++++----- .../results/processed/query_generation.csv | 18 ++--- .../processed/relationship_selection.csv | 8 ++- .../processed/sourcedata_info_extraction.csv | 31 +++++++++ docs/images/boxplot-naive-vs-biochatter.pdf | Bin 14499 -> 14497 bytes docs/images/boxplot-naive-vs-biochatter.png | Bin 56072 -> 56088 bytes docs/images/boxplot-per-quantisation.png | Bin 257589 -> 275008 bytes docs/images/boxplot-tasks.png | Bin 78827 -> 78914 bytes docs/images/dotplot-per-task.pdf | Bin 50516 -> 52033 bytes docs/images/dotplot-per-task.png | Bin 2187470 -> 2363024 bytes docs/images/scatter-per-quantisation-name.pdf | Bin 32854 -> 33402 bytes docs/images/scatter-per-quantisation-name.png | Bin 319786 -> 332886 bytes docs/images/scatter-quantisation-accuracy.pdf | Bin 15762 -> 16114 bytes docs/images/scatter-quantisation-accuracy.png | Bin 136331 -> 142228 bytes docs/images/scatter-size-accuracy.pdf | Bin 16938 -> 17280 bytes docs/images/scatter-size-accuracy.png | Bin 138511 -> 143379 bytes docs/images/stripplot-extraction-tasks.png | Bin 397892 -> 1000941 bytes docs/images/stripplot-per-model.png | Bin 100914 -> 105899 bytes docs/images/stripplot-rag-tasks.pdf | Bin 21277 -> 21599 bytes docs/images/stripplot-rag-tasks.png | Bin 250560 -> 265385 bytes docs/scripts/hooks.py | 33 +++++----- 43 files changed, 565 insertions(+), 167 deletions(-) diff --git a/benchmark/results/processed/correlations.txt b/benchmark/results/processed/correlations.txt index 18e14ef8..eb265130 100644 --- a/benchmark/results/processed/correlations.txt +++ b/benchmark/results/processed/correlations.txt @@ -1,4 +1,4 @@ -Size vs accuracy Pearson correlation: 0.1619804275417575 -Size vs accuracy Pearson correlation p-value: 0.000134079336616155 -Quantisation vs accuracy Pearson correlation: 0.19280308291393375 -Quantisation vs accuracy Pearson correlation p-value: 5.156919811050803e-06 +Size vs accuracy Pearson correlation: 0.1542083231219649 +Size vs accuracy Pearson correlation p-value: 0.00014935097092919373 +Quantisation vs accuracy Pearson correlation: 0.1926652752040581 +Quantisation vs accuracy Pearson correlation p-value: 1.9934596522710114e-06 diff --git a/benchmark/results/processed/end_to_end_query_generation.csv b/benchmark/results/processed/end_to_end_query_generation.csv index 7a8dc623..0e8734e3 100644 --- a/benchmark/results/processed/end_to_end_query_generation.csv +++ b/benchmark/results/processed/end_to_end_query_generation.csv @@ -3,19 +3,20 @@ gpt-3.5-turbo-0125,27.8,30.0,0.9266666666666666,5 gpt-4-0613,26.4,30.0,0.88,5 gpt-3.5-turbo-0613,25.0,30.0,0.8333333333333334,5 chatglm3:6:ggmlv3:q4_0,0.0,30.0,0.0,5 -mistral-instruct-v0.2:7:ggufv2:Q4_K_M,0.0,30.0,0.0,5 +llama-2-chat:70:ggufv2:Q5_K_M,0.0,30.0,0.0,5 llama-2-chat:7:ggufv2:Q3_K_M,0.0,30.0,0.0,5 llama-2-chat:7:ggufv2:Q4_K_M,0.0,30.0,0.0,5 llama-2-chat:7:ggufv2:Q5_K_M,0.0,30.0,0.0,5 llama-2-chat:7:ggufv2:Q6_K,0.0,30.0,0.0,5 llama-2-chat:7:ggufv2:Q8_0,0.0,30.0,0.0,5 llama-3-instruct:8:ggufv2:Q4_K_M,0.0,30.0,0.0,5 +llama-3-instruct:8:ggufv2:Q5_K_M,0.0,30.0,0.0,5 llama-3-instruct:8:ggufv2:Q6_K,0.0,30.0,0.0,5 llama-3-instruct:8:ggufv2:Q8_0,0.0,30.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q2_K,0.0,30.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q3_K_M,0.0,30.0,0.0,5 +mistral-instruct-v0.2:7:ggufv2:Q4_K_M,0.0,30.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q5_K_M,0.0,30.0,0.0,5 -llama-2-chat:70:ggufv2:Q5_K_M,0.0,30.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q6_K,0.0,30.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q8_0,0.0,30.0,0.0,5 mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,0.0,30.0,0.0,5 @@ -32,7 +33,7 @@ openhermes-2.5:7:ggufv2:Q6_K,0.0,30.0,0.0,5 llama-2-chat:7:ggufv2:Q2_K,0.0,30.0,0.0,5 llama-2-chat:70:ggufv2:Q3_K_M,0.0,30.0,0.0,5 llama-2-chat:70:ggufv2:Q4_K_M,0.0,30.0,0.0,5 -code-llama-instruct:13:ggufv2:Q2_K,0.0,30.0,0.0,5 +code-llama-instruct:7:ggufv2:Q3_K_M,0.0,30.0,0.0,5 code-llama-instruct:13:ggufv2:Q3_K_M,0.0,30.0,0.0,5 code-llama-instruct:13:ggufv2:Q4_K_M,0.0,30.0,0.0,5 code-llama-instruct:13:ggufv2:Q5_K_M,0.0,30.0,0.0,5 @@ -45,12 +46,13 @@ code-llama-instruct:34:ggufv2:Q5_K_M,0.0,30.0,0.0,5 code-llama-instruct:34:ggufv2:Q6_K,0.0,30.0,0.0,5 code-llama-instruct:34:ggufv2:Q8_0,0.0,30.0,0.0,5 code-llama-instruct:7:ggufv2:Q2_K,0.0,30.0,0.0,5 -code-llama-instruct:7:ggufv2:Q3_K_M,0.0,30.0,0.0,5 code-llama-instruct:7:ggufv2:Q4_K_M,0.0,30.0,0.0,5 +code-llama-instruct:13:ggufv2:Q2_K,0.0,30.0,0.0,5 code-llama-instruct:7:ggufv2:Q5_K_M,0.0,30.0,0.0,5 code-llama-instruct:7:ggufv2:Q6_K,0.0,30.0,0.0,5 code-llama-instruct:7:ggufv2:Q8_0,0.0,30.0,0.0,5 gpt-4-0125-preview,0.0,30.0,0.0,5 +gpt-4o-2024-05-13,0.0,30.0,0.0,5 llama-2-chat:13:ggufv2:Q2_K,0.0,30.0,0.0,5 llama-2-chat:13:ggufv2:Q3_K_M,0.0,30.0,0.0,5 llama-2-chat:13:ggufv2:Q4_K_M,0.0,30.0,0.0,5 diff --git a/benchmark/results/processed/entity_selection.csv b/benchmark/results/processed/entity_selection.csv index 73c93228..1bcf8914 100644 --- a/benchmark/results/processed/entity_selection.csv +++ b/benchmark/results/processed/entity_selection.csv @@ -2,6 +2,7 @@ Full model name,Score achieved,Score possible,Accuracy,Iterations gpt-3.5-turbo-0125,8.0,8.0,1.0,5 openhermes-2.5:7:ggufv2:Q6_K,8.0,8.0,1.0,5 openhermes-2.5:7:ggufv2:Q3_K_M,9.0,9.0,1.0,5 +gpt-4o-2024-05-13,8.0,8.0,1.0,5 openhermes-2.5:7:ggufv2:Q8_0,8.0,9.0,0.8888888888888888,5 openhermes-2.5:7:ggufv2:Q5_K_M,8.0,9.0,0.8888888888888888,5 openhermes-2.5:7:ggufv2:Q4_K_M,8.0,9.0,0.8888888888888888,5 @@ -9,53 +10,54 @@ gpt-4-0613,8.0,9.0,0.8888888888888888,5 gpt-3.5-turbo-0613,8.0,9.0,0.8888888888888888,5 llama-3-instruct:8:ggufv2:Q8_0,7.0,8.0,0.875,5 llama-3-instruct:8:ggufv2:Q6_K,7.0,8.0,0.875,5 +llama-3-instruct:8:ggufv2:Q5_K_M,7.0,8.0,0.875,5 llama-3-instruct:8:ggufv2:Q4_K_M,7.0,8.0,0.875,5 gpt-4-0125-preview,7.0,9.0,0.7777777777777778,5 chatglm3:6:ggmlv3:q4_0,6.0,8.0,0.75,5 openhermes-2.5:7:ggufv2:Q2_K,5.0,9.0,0.5555555555555556,5 -mistral-instruct-v0.2:7:ggufv2:Q6_K,4.0,8.0,0.5,5 code-llama-instruct:7:ggufv2:Q3_K_M,4.0,8.0,0.5,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,4.0,8.0,0.5,5 mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,3.8,8.0,0.475,5 code-llama-instruct:13:ggufv2:Q3_K_M,3.6,8.0,0.45,5 llama-2-chat:70:ggufv2:Q5_K_M,4.0,9.0,0.4444444444444444,5 -llama-2-chat:7:ggufv2:Q4_K_M,4.0,9.0,0.4444444444444444,5 llama-2-chat:7:ggufv2:Q8_0,4.0,9.0,0.4444444444444444,5 -mistral-instruct-v0.2:7:ggufv2:Q5_K_M,4.0,9.0,0.4444444444444444,5 -llama-2-chat:7:ggufv2:Q5_K_M,4.0,9.0,0.4444444444444444,5 llama-2-chat:70:ggufv2:Q4_K_M,4.0,9.0,0.4444444444444444,5 +llama-2-chat:7:ggufv2:Q4_K_M,4.0,9.0,0.4444444444444444,5 +llama-2-chat:7:ggufv2:Q5_K_M,4.0,9.0,0.4444444444444444,5 +mistral-instruct-v0.2:7:ggufv2:Q5_K_M,4.0,9.0,0.4444444444444444,5 mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,3.8,9.0,0.4222222222222222,5 llama-2-chat:7:ggufv2:Q6_K,3.0,8.0,0.375,5 -mistral-instruct-v0.2:7:ggufv2:Q8_0,3.0,9.0,0.3333333333333333,5 -mistral-instruct-v0.2:7:ggufv2:Q4_K_M,3.0,9.0,0.3333333333333333,5 mistral-instruct-v0.2:7:ggufv2:Q3_K_M,3.0,9.0,0.3333333333333333,5 +mistral-instruct-v0.2:7:ggufv2:Q4_K_M,3.0,9.0,0.3333333333333333,5 +llama-2-chat:7:ggufv2:Q3_K_M,3.0,9.0,0.3333333333333333,5 mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,3.0,9.0,0.3333333333333333,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,3.0,9.0,0.3333333333333333,5 -llama-2-chat:7:ggufv2:Q3_K_M,3.0,9.0,0.3333333333333333,5 -llama-2-chat:70:ggufv2:Q3_K_M,3.0,9.0,0.3333333333333333,5 +mistral-instruct-v0.2:7:ggufv2:Q8_0,3.0,9.0,0.3333333333333333,5 code-llama-instruct:7:ggufv2:Q4_K_M,3.0,9.0,0.3333333333333333,5 +llama-2-chat:70:ggufv2:Q3_K_M,3.0,9.0,0.3333333333333333,5 mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,2.8,9.0,0.3111111111111111,5 code-llama-instruct:7:ggufv2:Q2_K,2.0,8.0,0.25,5 code-llama-instruct:34:ggufv2:Q8_0,2.0,8.0,0.25,5 mistral-instruct-v0.2:7:ggufv2:Q2_K,2.0,9.0,0.2222222222222222,5 -code-llama-instruct:34:ggufv2:Q5_K_M,1.0,8.0,0.125,5 code-llama-instruct:34:ggufv2:Q6_K,1.0,8.0,0.125,5 +code-llama-instruct:34:ggufv2:Q5_K_M,1.0,8.0,0.125,5 code-llama-instruct:7:ggufv2:Q5_K_M,1.0,9.0,0.1111111111111111,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,0.0,9.0,0.0,5 +code-llama-instruct:7:ggufv2:Q6_K,0.0,8.0,0.0,5 code-llama-instruct:13:ggufv2:Q4_K_M,0.0,8.0,0.0,5 code-llama-instruct:13:ggufv2:Q5_K_M,0.0,8.0,0.0,5 code-llama-instruct:13:ggufv2:Q6_K,0.0,8.0,0.0,5 -code-llama-instruct:7:ggufv2:Q6_K,0.0,8.0,0.0,5 code-llama-instruct:7:ggufv2:Q8_0,0.0,9.0,0.0,5 -mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,0.0,9.0,0.0,5 llama-2-chat:7:ggufv2:Q2_K,0.0,9.0,0.0,5 -code-llama-instruct:13:ggufv2:Q2_K,0.0,8.0,0.0,5 llama-2-chat:13:ggufv2:Q2_K,0.0,9.0,0.0,5 -llama-2-chat:13:ggufv2:Q3_K_M,0.0,9.0,0.0,5 +code-llama-instruct:13:ggufv2:Q2_K,0.0,8.0,0.0,5 llama-2-chat:13:ggufv2:Q4_K_M,0.0,9.0,0.0,5 +llama-2-chat:13:ggufv2:Q5_K_M,0.0,9.0,0.0,5 +llama-2-chat:13:ggufv2:Q6_K,0.0,8.0,0.0,5 code-llama-instruct:13:ggufv2:Q8_0,0.0,8.0,0.0,5 code-llama-instruct:34:ggufv2:Q2_K,0.0,8.0,0.0,5 code-llama-instruct:34:ggufv2:Q3_K_M,0.0,8.0,0.0,5 -llama-2-chat:13:ggufv2:Q5_K_M,0.0,9.0,0.0,5 -llama-2-chat:13:ggufv2:Q6_K,0.0,8.0,0.0,5 +code-llama-instruct:34:ggufv2:Q4_K_M,0.0,8.0,0.0,5 llama-2-chat:13:ggufv2:Q8_0,0.0,9.0,0.0,5 llama-2-chat:70:ggufv2:Q2_K,0.0,9.0,0.0,5 -code-llama-instruct:34:ggufv2:Q4_K_M,0.0,8.0,0.0,5 +llama-2-chat:13:ggufv2:Q3_K_M,0.0,9.0,0.0,5 diff --git a/benchmark/results/processed/explicit_relevance_of_single_fragments.csv b/benchmark/results/processed/explicit_relevance_of_single_fragments.csv index ffb3b369..bdb0a4d7 100644 --- a/benchmark/results/processed/explicit_relevance_of_single_fragments.csv +++ b/benchmark/results/processed/explicit_relevance_of_single_fragments.csv @@ -1,6 +1,6 @@ Full model name,Score achieved,Score possible,Accuracy,Iterations llama-2-chat:70:ggufv2:Q3_K_M,6.0,6.0,1.0,5 -llama-2-chat:13:ggufv2:Q5_K_M,6.0,6.0,1.0,5 +llama-3-instruct:8:ggufv2:Q6_K,6.0,6.0,1.0,5 llama-2-chat:13:ggufv2:Q8_0,6.0,6.0,1.0,5 llama-2-chat:70:ggufv2:Q2_K,6.0,6.0,1.0,5 llama-2-chat:70:ggufv2:Q4_K_M,6.0,6.0,1.0,5 @@ -11,8 +11,9 @@ llama-2-chat:7:ggufv2:Q5_K_M,6.0,6.0,1.0,5 llama-2-chat:7:ggufv2:Q6_K,6.0,6.0,1.0,5 llama-2-chat:7:ggufv2:Q8_0,6.0,6.0,1.0,5 llama-3-instruct:8:ggufv2:Q4_K_M,6.0,6.0,1.0,5 -llama-3-instruct:8:ggufv2:Q6_K,6.0,6.0,1.0,5 +llama-3-instruct:8:ggufv2:Q5_K_M,6.0,6.0,1.0,5 llama-3-instruct:8:ggufv2:Q8_0,6.0,6.0,1.0,5 +llama-2-chat:13:ggufv2:Q5_K_M,6.0,6.0,1.0,5 mistral-instruct-v0.2:7:ggufv2:Q2_K,6.0,6.0,1.0,5 mistral-instruct-v0.2:7:ggufv2:Q3_K_M,6.0,6.0,1.0,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,6.0,6.0,1.0,5 @@ -29,6 +30,7 @@ openhermes-2.5:7:ggufv2:Q8_0,6.0,6.0,1.0,5 llama-2-chat:13:ggufv2:Q4_K_M,6.0,6.0,1.0,5 llama-2-chat:13:ggufv2:Q3_K_M,6.0,6.0,1.0,5 llama-2-chat:13:ggufv2:Q2_K,6.0,6.0,1.0,5 +gpt-4o-2024-05-13,6.0,6.0,1.0,5 gpt-4-0613,6.0,6.0,1.0,5 gpt-4-0125-preview,6.0,6.0,1.0,5 gpt-3.5-turbo-0613,6.0,6.0,1.0,5 diff --git a/benchmark/results/processed/extraction_assay.csv b/benchmark/results/processed/extraction_assay.csv index f4a4380f..f933ba69 100644 --- a/benchmark/results/processed/extraction_assay.csv +++ b/benchmark/results/processed/extraction_assay.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations +gpt-4o-2024-05-13,assay,6.673073593073593,9.0,0.7414526214526215,5 gpt-4-0125-preview,assay,6.602641802641802,9.0,0.7336268669602002,5 +openhermes-2.5:7:ggufv2:Q6_K,assay,6.4535353535353535,9.0,0.7170594837261504,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,assay,6.421562986369853,9.0,0.7135069984855392,5 +openhermes-2.5:7:ggufv2:Q8_0,assay,6.2414141414141415,9.0,0.6934904601571268,5 +mistral-instruct-v0.2:7:ggufv2:Q8_0,assay,5.866200466200466,9.0,0.6518000518000517,5 +mistral-instruct-v0.2:7:ggufv2:Q2_K,assay,5.841649341649342,9.0,0.6490721490721492,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,assay,5.832722832722832,9.0,0.6480803147469814,5 +openhermes-2.5:7:ggufv2:Q5_K_M,assay,5.774747474747475,9.0,0.641638608305275,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,assay,5.724211735976442,9.0,0.6360235262196047,5 gpt-3.5-turbo-0613,assay,5.717171717171717,9.0,0.6352413019079686,5 +mistral-instruct-v0.2:7:ggufv2:Q5_K_M,assay,5.660844581774814,9.0,0.6289827313083127,5 gpt-3.5-turbo-0125,assay,5.483244206773619,9.0,0.6092493563081799,5 gpt-4-0613,assay,5.47237639553429,9.0,0.6080418217260323,5 openhermes-2.5:7:ggufv2:Q4_K_M,assay,5.404732049559636,9.0,0.600525783284404,5 +openhermes-2.5:7:ggufv2:Q3_K_M,assay,4.993293054771316,9.0,0.5548103394190351,5 +openhermes-2.5:7:ggufv2:Q2_K,assay,4.356890331890332,9.0,0.48409892576559244,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,assay,3.1754259304908654,9.0,0.35282510338787393,5 +llama-2-chat:70:ggufv2:Q4_K_M,assay,1.850895834676892,9.0,0.20565509274187688,5 +llama-2-chat:70:ggufv2:Q5_K_M,assay,1.8184386657888962,9.0,0.20204874064321068,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,assay,1.6841937120145838,9.0,0.18713263466828708,5 chatglm3:6:ggmlv3:q4_0,assay,1.6167198512690701,9.0,0.17963553902989668,5 code-llama-instruct:7:ggufv2:Q4_K_M,assay,1.537777777777778,9.0,0.1708641975308642,5 +llama-3-instruct:8:ggufv2:Q6_K,assay,1.4810308738880167,9.0,0.16455898598755742,5 +llama-3-instruct:8:ggufv2:Q8_0,assay,1.3708822923108637,9.0,0.15232025470120708,5 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+mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,context,3.70125778870553,9.0,0.4112508654117255,5 code-llama-instruct:7:ggufv2:Q4_K_M,context,3.3265667121567946,9.0,0.3696185235729772,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,context,3.145198436368636,9.0,0.34946649292984844,5 chatglm3:6:ggmlv3:q4_0,context,2.8563592524507615,9.0,0.31737325027230684,5 +llama-2-chat:7:ggufv2:Q3_K_M,context,2.1085650159513922,9.0,0.2342850017723769,5 llama-2-chat:7:ggufv2:Q4_K_M,context,1.8960518045585364,9.0,0.21067242272872627,5 +llama-2-chat:13:ggufv2:Q3_K_M,context,1.7886791639732817,9.0,0.19874212933036464,5 +llama-2-chat:13:ggufv2:Q5_K_M,context,1.786179992924834,9.0,0.1984644436583149,5 +llama-2-chat:13:ggufv2:Q4_K_M,context,1.773506826331816,9.0,0.19705631403686846,5 +llama-3-instruct:8:ggufv2:Q8_0,context,1.6733362618842498,9.0,0.1859262513204722,5 +llama-3-instruct:8:ggufv2:Q5_K_M,context,1.6482060618893395,9.0,0.18313400687659329,5 +llama-2-chat:13:ggufv2:Q8_0,context,1.5882119645062303,9.0,0.1764679960562478,5 llama-3-instruct:8:ggufv2:Q4_K_M,context,1.571688476296535,9.0,0.17463205292183723,5 +llama-2-chat:13:ggufv2:Q2_K,context,1.3428860743038644,9.0,0.1492095638115405,5 +llama-2-chat:7:ggufv2:Q5_K_M,context,1.2388077239089992,9.0,0.13764530265655547,5 +llama-2-chat:7:ggufv2:Q2_K,context,1.1233454059056658,9.0,0.12481615621174064,5 +llama-3-instruct:8:ggufv2:Q6_K,context,1.102922285992053,9.0,0.12254692066578368,5 diff --git a/benchmark/results/processed/extraction_disease.csv b/benchmark/results/processed/extraction_disease.csv index 2ff296af..708bc27c 100644 --- a/benchmark/results/processed/extraction_disease.csv +++ b/benchmark/results/processed/extraction_disease.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations +openhermes-2.5:7:ggufv2:Q8_0,disease,6.466666666666667,9.0,0.7185185185185186,5 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+mistral-instruct-v0.2:7:ggufv2:Q5_K_M,disease,4.029265330904675,9.0,0.4476961478782972,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,disease,4.015808062355377,9.0,0.4462008958172641,5 +mistral-instruct-v0.2:7:ggufv2:Q8_0,disease,3.4724412842059897,9.0,0.3858268093562211,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,disease,3.0453170453447194,9.0,0.3383685605938577,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,disease,2.9285407925407925,9.0,0.32539342139342137,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,disease,2.654365386910144,9.0,0.2949294874344604,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,disease,2.5765656870892197,9.0,0.2862850763432466,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,disease,2.447848716712814,9.0,0.27198319074586824,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,disease,2.291709627038147,9.0,0.25463440300423856,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,disease,2.290944669365722,9.0,0.25454940770730244,5 +llama-3-instruct:8:ggufv2:Q5_K_M,disease,1.7345211703802752,9.0,0.19272457448669725,5 +llama-3-instruct:8:ggufv2:Q6_K,disease,1.7345211703802752,9.0,0.19272457448669725,5 +llama-3-instruct:8:ggufv2:Q8_0,disease,1.7345211703802752,9.0,0.19272457448669725,5 code-llama-instruct:7:ggufv2:Q4_K_M,disease,1.3309302704463994,9.0,0.14788114116071105,5 chatglm3:6:ggmlv3:q4_0,disease,1.216693066219561,9.0,0.1351881184688401,5 llama-3-instruct:8:ggufv2:Q4_K_M,disease,0.995893652226731,9.0,0.11065485024741456,5 +llama-2-chat:13:ggufv2:Q5_K_M,disease,0.3063862360574469,9.0,0.034042915117494105,5 +llama-2-chat:13:ggufv2:Q8_0,disease,0.2666299501704694,9.0,0.029625550018941047,5 +llama-2-chat:13:ggufv2:Q4_K_M,disease,0.25005265005265004,9.0,0.027783627783627782,5 +llama-2-chat:70:ggufv2:Q5_K_M,disease,0.23564814814814816,9.0,0.026183127572016462,5 +llama-2-chat:7:ggufv2:Q3_K_M,disease,0.18503546821437056,9.0,0.020559496468263397,5 +llama-2-chat:70:ggufv2:Q2_K,disease,0.18204645323289392,9.0,0.02022738369254377,5 +llama-2-chat:70:ggufv2:Q4_K_M,disease,0.17939814814814817,9.0,0.019933127572016464,5 +llama-2-chat:7:ggufv2:Q5_K_M,disease,0.1502075702075702,9.0,0.016689730023063357,5 +llama-2-chat:70:ggufv2:Q3_K_M,disease,0.1429572080566739,9.0,0.015884134228519323,5 +llama-2-chat:13:ggufv2:Q3_K_M,disease,0.10327724611130595,9.0,0.011475249567922884,5 llama-2-chat:7:ggufv2:Q4_K_M,disease,0.0898051948051948,9.0,0.009978354978354979,5 +llama-2-chat:13:ggufv2:Q2_K,disease,0.08742029727251402,9.0,0.009713366363612669,5 +llama-2-chat:7:ggufv2:Q2_K,disease,0.05871379479626902,9.0,0.006523754977363225,5 diff --git a/benchmark/results/processed/extraction_entity.csv b/benchmark/results/processed/extraction_entity.csv index 97bc9180..f3207bc4 100644 --- a/benchmark/results/processed/extraction_entity.csv +++ b/benchmark/results/processed/extraction_entity.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations +gpt-4o-2024-05-13,entity,5.990896358543418,9.0,0.6656551509492687,5 gpt-4-0125-preview,entity,4.595018315018315,9.0,0.5105575905575905,5 gpt-3.5-turbo-0613,entity,4.579722419860393,9.0,0.5088580466511547,5 openhermes-2.5:7:ggufv2:Q4_K_M,entity,4.224611556964499,9.0,0.4694012841071665,5 +openhermes-2.5:7:ggufv2:Q8_0,entity,4.134396322631617,9.0,0.4593773691812908,5 gpt-4-0613,entity,4.128518183570815,9.0,0.4587242426189795,5 +openhermes-2.5:7:ggufv2:Q6_K,entity,4.093328578115597,9.0,0.45481428645728855,5 +openhermes-2.5:7:ggufv2:Q5_K_M,entity,4.020160979371506,9.0,0.4466845532635007,5 gpt-3.5-turbo-0125,entity,3.711948051948052,9.0,0.41243867243867244,5 +openhermes-2.5:7:ggufv2:Q3_K_M,entity,3.6581935608251404,9.0,0.4064659512027934,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,entity,2.423126425336,9.0,0.2692362694817778,5 +openhermes-2.5:7:ggufv2:Q2_K,entity,2.334129964436211,9.0,0.25934777382624563,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,entity,2.3059682651610744,9.0,0.25621869612900827,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,entity,2.202832610587582,9.0,0.2447591789541758,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,entity,2.100770289670545,9.0,0.23341892107450501,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,entity,2.0607040227665414,9.0,0.22896711364072683,5 +mistral-instruct-v0.2:7:ggufv2:Q8_0,entity,2.00801828525008,9.0,0.22311314280556444,5 +mistral-instruct-v0.2:7:ggufv2:Q5_K_M,entity,1.99808964061419,9.0,0.22200996006824333,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,entity,1.9921439795434435,9.0,0.2213493310603826,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,entity,1.799989829474693,9.0,0.19999886994163255,5 +mistral-instruct-v0.2:7:ggufv2:Q2_K,entity,1.7756259514244295,9.0,0.19729177238049217,5 chatglm3:6:ggmlv3:q4_0,entity,1.2222742817350603,9.0,0.1358082535261178,5 +llama-2-chat:70:ggufv2:Q3_K_M,entity,1.2085123275289542,9.0,0.13427914750321712,5 +llama-2-chat:70:ggufv2:Q2_K,entity,1.1618883415236152,9.0,0.12909870461373502,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,entity,1.1000738188620716,9.0,0.12223042431800796,5 +llama-2-chat:70:ggufv2:Q4_K_M,entity,1.015548671884381,9.0,0.11283874132048677,5 code-llama-instruct:7:ggufv2:Q4_K_M,entity,0.9489610389610389,9.0,0.10544011544011543,5 +llama-2-chat:70:ggufv2:Q5_K_M,entity,0.9033242761966166,9.0,0.10036936402184629,5 +llama-2-chat:13:ggufv2:Q2_K,entity,0.8073788052700372,9.0,0.08970875614111525,5 +llama-2-chat:13:ggufv2:Q4_K_M,entity,0.7852334450780274,9.0,0.08724816056422527,5 +llama-3-instruct:8:ggufv2:Q5_K_M,entity,0.7525299607395014,9.0,0.08361444008216683,5 +llama-3-instruct:8:ggufv2:Q6_K,entity,0.7494946047000106,9.0,0.08327717830000118,5 +llama-2-chat:7:ggufv2:Q3_K_M,entity,0.6999877143839992,9.0,0.07777641270933325,5 +llama-3-instruct:8:ggufv2:Q8_0,entity,0.6955244435342272,9.0,0.07728049372602525,5 llama-3-instruct:8:ggufv2:Q4_K_M,entity,0.6943765799687884,9.0,0.07715295332986538,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,entity,0.6853675577143108,9.0,0.07615195085714564,5 llama-2-chat:7:ggufv2:Q4_K_M,entity,0.6850268430756236,9.0,0.07611409367506929,5 +llama-2-chat:13:ggufv2:Q8_0,entity,0.6297635309864029,9.0,0.06997372566515588,5 +llama-2-chat:7:ggufv2:Q5_K_M,entity,0.6238510111512634,9.0,0.06931677901680705,5 +llama-2-chat:13:ggufv2:Q5_K_M,entity,0.6238130872521658,9.0,0.06931256525024064,5 +llama-2-chat:13:ggufv2:Q3_K_M,entity,0.5650203294692542,9.0,0.0627800366076949,5 +llama-2-chat:7:ggufv2:Q2_K,entity,0.31819550250006545,9.0,0.03535505583334061,5 diff --git a/benchmark/results/processed/extraction_experiment_yes_or_no.csv b/benchmark/results/processed/extraction_experiment_yes_or_no.csv index 03de7382..4c099f1a 100644 --- a/benchmark/results/processed/extraction_experiment_yes_or_no.csv +++ b/benchmark/results/processed/extraction_experiment_yes_or_no.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations +openhermes-2.5:7:ggufv2:Q2_K,experiment_yes_or_no,9.0,9.0,1.0,5 gpt-4-0125-preview,experiment_yes_or_no,9.0,9.0,1.0,5 +llama-2-chat:70:ggufv2:Q4_K_M,experiment_yes_or_no,9.0,9.0,1.0,5 chatglm3:6:ggmlv3:q4_0,experiment_yes_or_no,8.6,9.0,0.9555555555555555,5 +openhermes-2.5:7:ggufv2:Q6_K,experiment_yes_or_no,8.333333333333334,9.0,0.925925925925926,5 +openhermes-2.5:7:ggufv2:Q5_K_M,experiment_yes_or_no,8.333333333333334,9.0,0.925925925925926,5 openhermes-2.5:7:ggufv2:Q4_K_M,experiment_yes_or_no,8.333333333333332,9.0,0.9259259259259258,5 -gpt-3.5-turbo-0613,experiment_yes_or_no,8.0,9.0,0.8888888888888888,5 +llama-2-chat:70:ggufv2:Q5_K_M,experiment_yes_or_no,8.025,9.0,0.8916666666666667,5 +openhermes-2.5:7:ggufv2:Q3_K_M,experiment_yes_or_no,8.0,9.0,0.8888888888888888,5 gpt-4-0613,experiment_yes_or_no,8.0,9.0,0.8888888888888888,5 +gpt-4o-2024-05-13,experiment_yes_or_no,8.0,9.0,0.8888888888888888,5 +openhermes-2.5:7:ggufv2:Q8_0,experiment_yes_or_no,8.0,9.0,0.8888888888888888,5 +gpt-3.5-turbo-0613,experiment_yes_or_no,8.0,9.0,0.8888888888888888,5 +llama-2-chat:70:ggufv2:Q2_K,experiment_yes_or_no,7.05060668836934,9.0,0.7834007431521489,5 +llama-2-chat:70:ggufv2:Q3_K_M,experiment_yes_or_no,6.073357731321335,9.0,0.6748175257023705,5 gpt-3.5-turbo-0125,experiment_yes_or_no,6.033333333333333,9.0,0.6703703703703704,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,experiment_yes_or_no,5.2356378845740545,9.0,0.5817375427304505,5 +llama-2-chat:13:ggufv2:Q3_K_M,experiment_yes_or_no,5.165933762099872,9.0,0.5739926402333191,5 +llama-3-instruct:8:ggufv2:Q8_0,experiment_yes_or_no,3.7,9.0,0.41111111111111115,5 +llama-3-instruct:8:ggufv2:Q5_K_M,experiment_yes_or_no,3.6818181818181817,9.0,0.40909090909090906,5 +mistral-instruct-v0.2:7:ggufv2:Q8_0,experiment_yes_or_no,3.3202803044908307,9.0,0.36892003383231453,5 +mistral-instruct-v0.2:7:ggufv2:Q5_K_M,experiment_yes_or_no,3.269628782100178,9.0,0.3632920869000198,5 code-llama-instruct:7:ggufv2:Q4_K_M,experiment_yes_or_no,3.0913018439676034,9.0,0.34347798266306706,5 +llama-3-instruct:8:ggufv2:Q6_K,experiment_yes_or_no,2.3636363636363638,9.0,0.26262626262626265,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,experiment_yes_or_no,2.36015466015466,9.0,0.2622394066838511,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,experiment_yes_or_no,2.285101246938712,9.0,0.2539001385487458,5 +mistral-instruct-v0.2:7:ggufv2:Q2_K,experiment_yes_or_no,2.2801994424437773,9.0,0.25335549360486415,5 llama-2-chat:7:ggufv2:Q4_K_M,experiment_yes_or_no,2.068169014084507,9.0,0.2297965571205008,5 llama-3-instruct:8:ggufv2:Q4_K_M,experiment_yes_or_no,1.8993506493506493,9.0,0.21103896103896103,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,experiment_yes_or_no,1.4568562548115391,9.0,0.16187291720128213,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,experiment_yes_or_no,1.2999067071672985,9.0,0.14443407857414428,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,experiment_yes_or_no,1.1661016284993913,9.0,0.12956684761104348,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,experiment_yes_or_no,1.1518403184963026,9.0,0.12798225761070028,5 +llama-2-chat:13:ggufv2:Q8_0,experiment_yes_or_no,1.066428817744607,9.0,0.11849209086051189,5 +llama-2-chat:13:ggufv2:Q5_K_M,experiment_yes_or_no,1.031467025290672,9.0,0.1146074472545191,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,experiment_yes_or_no,0.7855869535706338,9.0,0.08728743928562598,5 +llama-2-chat:7:ggufv2:Q3_K_M,experiment_yes_or_no,0.7267452300785634,9.0,0.08074947000872927,5 +llama-2-chat:7:ggufv2:Q5_K_M,experiment_yes_or_no,0.6187983454737821,9.0,0.06875537171930912,5 +llama-2-chat:13:ggufv2:Q4_K_M,experiment_yes_or_no,0.46872224641182114,9.0,0.05208024960131346,5 +llama-2-chat:13:ggufv2:Q2_K,experiment_yes_or_no,0.2672721914101225,9.0,0.029696910156680276,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,experiment_yes_or_no,0.2014886735066941,9.0,0.02238763038963268,5 +llama-2-chat:7:ggufv2:Q2_K,experiment_yes_or_no,0.1302846944652269,9.0,0.014476077162802988,5 diff --git a/benchmark/results/processed/extraction_hypothesis.csv b/benchmark/results/processed/extraction_hypothesis.csv index 9e9d23af..6ea36a71 100644 --- a/benchmark/results/processed/extraction_hypothesis.csv +++ b/benchmark/results/processed/extraction_hypothesis.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations mistral-instruct-v0.2:7:ggufv2:Q4_K_M,hypothesis,3.673388422035481,9.0,0.4081542691150534,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,hypothesis,3.336806037167208,9.0,0.370756226351912,5 gpt-4-0613,hypothesis,3.2969557404210246,9.0,0.3663284156023361,5 +mistral-instruct-v0.2:7:ggufv2:Q8_0,hypothesis,2.9271996986723305,9.0,0.3252444109635923,5 +gpt-4o-2024-05-13,hypothesis,2.8951181499179937,9.0,0.3216797944353326,5 +mistral-instruct-v0.2:7:ggufv2:Q5_K_M,hypothesis,2.7558495096143307,9.0,0.30620550106825895,5 gpt-3.5-turbo-0125,hypothesis,2.727753909647235,9.0,0.3030837677385817,5 gpt-3.5-turbo-0613,hypothesis,2.644969232443035,9.0,0.29388547027144835,5 openhermes-2.5:7:ggufv2:Q4_K_M,hypothesis,2.573823671693527,9.0,0.2859804079659474,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,hypothesis,2.4729238985684088,9.0,0.2747693220631565,5 +openhermes-2.5:7:ggufv2:Q8_0,hypothesis,2.3719630038604578,9.0,0.2635514448733842,5 gpt-4-0125-preview,hypothesis,2.335182944997906,9.0,0.259464771666434,5 +openhermes-2.5:7:ggufv2:Q6_K,hypothesis,2.2908480399613693,9.0,0.2545386711068188,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,hypothesis,2.2325474638258296,9.0,0.24806082931398107,5 +openhermes-2.5:7:ggufv2:Q3_K_M,hypothesis,2.0962568951930654,9.0,0.2329174327992295,5 +mistral-instruct-v0.2:7:ggufv2:Q2_K,hypothesis,2.0537540166829724,9.0,0.2281948907425525,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,hypothesis,1.8744172787273192,9.0,0.2082685865252577,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,hypothesis,1.8373484145395533,9.0,0.20414982383772814,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,hypothesis,1.7155667588299197,9.0,0.19061852875887997,5 +openhermes-2.5:7:ggufv2:Q5_K_M,hypothesis,1.5218089077265373,9.0,0.16908987863628192,5 +openhermes-2.5:7:ggufv2:Q2_K,hypothesis,1.4914993330834916,9.0,0.16572214812038796,5 +llama-2-chat:70:ggufv2:Q3_K_M,hypothesis,1.4414251385875816,9.0,0.1601583487319535,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,hypothesis,1.440090866056332,9.0,0.16001009622848134,5 +llama-2-chat:70:ggufv2:Q2_K,hypothesis,1.438897981694133,9.0,0.15987755352157032,5 +llama-2-chat:70:ggufv2:Q4_K_M,hypothesis,1.4142053518794215,9.0,0.1571339279866024,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,hypothesis,1.3956484275011105,9.0,0.15507204750012338,5 llama-3-instruct:8:ggufv2:Q4_K_M,hypothesis,1.1359622906940021,9.0,0.12621803229933357,5 chatglm3:6:ggmlv3:q4_0,hypothesis,0.9867599202917898,9.0,0.1096399911435322,5 +llama-3-instruct:8:ggufv2:Q8_0,hypothesis,0.8784057287380217,9.0,0.09760063652644685,5 +llama-3-instruct:8:ggufv2:Q6_K,hypothesis,0.8762191846062365,9.0,0.09735768717847072,5 +llama-2-chat:7:ggufv2:Q5_K_M,hypothesis,0.6863803602916226,9.0,0.07626448447684696,5 +llama-2-chat:70:ggufv2:Q5_K_M,hypothesis,0.6237576647038025,9.0,0.06930640718931139,5 llama-2-chat:7:ggufv2:Q4_K_M,hypothesis,0.6205304508438889,9.0,0.06894782787154322,5 +llama-3-instruct:8:ggufv2:Q5_K_M,hypothesis,0.6044233585636665,9.0,0.0671581509515185,5 code-llama-instruct:7:ggufv2:Q4_K_M,hypothesis,0.5723685190976284,9.0,0.06359650212195872,5 +llama-2-chat:13:ggufv2:Q8_0,hypothesis,0.5552401619550199,9.0,0.06169335132833555,5 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openhermes-2.5:7:ggufv2:Q4_K_M,intervention,4.984098124098124,9.0,0.5537886804553471,5 gpt-4-0125-preview,intervention,4.921709401709402,9.0,0.5468566001899335,5 gpt-4-0613,intervention,4.722525252525252,9.0,0.5247250280583614,5 +openhermes-2.5:7:ggufv2:Q6_K,intervention,4.714492753623189,9.0,0.5238325281803543,5 +openhermes-2.5:7:ggufv2:Q8_0,intervention,4.444651483781919,9.0,0.49385016486465766,5 gpt-3.5-turbo-0613,intervention,4.271428571428571,9.0,0.4746031746031746,5 +openhermes-2.5:7:ggufv2:Q5_K_M,intervention,4.000207039337474,9.0,0.4444674488152749,5 gpt-3.5-turbo-0125,intervention,3.75140989729225,9.0,0.4168233219213611,5 +openhermes-2.5:7:ggufv2:Q3_K_M,intervention,3.5523809523809526,9.0,0.39470899470899473,5 +openhermes-2.5:7:ggufv2:Q2_K,intervention,2.927659574468085,9.0,0.32529550827423165,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,intervention,2.2368266496083646,9.0,0.2485362944009294,5 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b/benchmark/results/processed/extraction_ncbi_link.csv index d50cfe7b..43f719b7 100644 --- a/benchmark/results/processed/extraction_ncbi_link.csv +++ b/benchmark/results/processed/extraction_ncbi_link.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations gpt-4-0125-preview,ncbi_link,6.487676767676768,9.0,0.7208529741863076,5 gpt-4-0613,ncbi_link,6.05933014354067,9.0,0.6732589048378522,5 +openhermes-2.5:7:ggufv2:Q8_0,ncbi_link,3.5303030303030303,9.0,0.39225589225589225,5 +openhermes-2.5:7:ggufv2:Q6_K,ncbi_link,3.5303030303030303,9.0,0.39225589225589225,5 +gpt-4o-2024-05-13,ncbi_link,3.5130158730158727,9.0,0.3903350970017636,5 +openhermes-2.5:7:ggufv2:Q5_K_M,ncbi_link,3.4743589743589745,9.0,0.38603988603988604,5 openhermes-2.5:7:ggufv2:Q4_K_M,ncbi_link,3.111111111111111,9.0,0.345679012345679,5 +openhermes-2.5:7:ggufv2:Q3_K_M,ncbi_link,2.3743589743589744,9.0,0.2638176638176638,5 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chatglm3:6:ggmlv3:q4_0,ncbi_link,0.12285744264659926,9.0,0.013650826960733251,5 diff --git a/benchmark/results/processed/extraction_significance.csv b/benchmark/results/processed/extraction_significance.csv index 48e732d1..626257d9 100644 --- a/benchmark/results/processed/extraction_significance.csv +++ b/benchmark/results/processed/extraction_significance.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations gpt-4-0613,significance,5.6,9.0,0.6222222222222222,5 gpt-4-0125-preview,significance,5.183838383838384,9.0,0.5759820426487093,5 +gpt-4o-2024-05-13,significance,4.224242424242425,9.0,0.4693602693602694,5 openhermes-2.5:7:ggufv2:Q4_K_M,significance,3.9299621603027175,9.0,0.4366624622558575,5 +openhermes-2.5:7:ggufv2:Q8_0,significance,3.7818181818181817,9.0,0.4202020202020202,5 +openhermes-2.5:7:ggufv2:Q6_K,significance,3.7818181818181817,9.0,0.4202020202020202,5 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+llama-2-chat:13:ggufv2:Q3_K_M,significance,0.13148363330668017,9.0,0.01460929258963113,5 code-llama-instruct:7:ggufv2:Q4_K_M,significance,0.12391414962146649,9.0,0.01376823884682961,5 chatglm3:6:ggmlv3:q4_0,significance,0.11815301463050974,9.0,0.013128112736723305,5 +llama-2-chat:7:ggufv2:Q2_K,significance,0.10327808287281291,9.0,0.011475342541423657,5 diff --git a/benchmark/results/processed/extraction_stats.csv b/benchmark/results/processed/extraction_stats.csv index eb6755f1..c0d7bcd7 100644 --- a/benchmark/results/processed/extraction_stats.csv +++ b/benchmark/results/processed/extraction_stats.csv @@ -1,12 +1,43 @@ Full model name,Subtask,Score achieved,Score possible,Accuracy,Iterations gpt-4-0125-preview,stats,8.866666666666667,9.0,0.9851851851851853,5 +openhermes-2.5:7:ggufv2:Q8_0,stats,8.666666666666666,9.0,0.9629629629629629,5 +openhermes-2.5:7:ggufv2:Q6_K,stats,8.666666666666666,9.0,0.9629629629629629,5 +openhermes-2.5:7:ggufv2:Q5_K_M,stats,8.528205128205128,9.0,0.9475783475783476,5 +gpt-4o-2024-05-13,stats,8.512820512820513,9.0,0.9458689458689459,5 gpt-4-0613,stats,8.512820512820513,9.0,0.9458689458689459,5 openhermes-2.5:7:ggufv2:Q4_K_M,stats,8.256410256410255,9.0,0.9173789173789173,5 +openhermes-2.5:7:ggufv2:Q3_K_M,stats,8.056410256410256,9.0,0.8951566951566952,5 +openhermes-2.5:7:ggufv2:Q2_K,stats,8.0,9.0,0.8888888888888888,5 gpt-3.5-turbo-0613,stats,7.981351981351981,9.0,0.8868168868168868,5 gpt-3.5-turbo-0125,stats,7.129756517991812,9.0,0.7921951686657569,5 +mistral-instruct-v0.2:7:ggufv2:Q5_K_M,stats,6.890909090909091,9.0,0.7656565656565656,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,stats,6.299077733860343,9.0,0.6998975259844825,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,stats,6.183216783216784,9.0,0.6870240870240871,5 +llama-3-instruct:8:ggufv2:Q8_0,stats,5.174057315233785,9.0,0.5748952572481983,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,stats,5.104101080900805,9.0,0.5671223423223117,5 +mistral-instruct-v0.2:7:ggufv2:Q8_0,stats,5.045909090909091,9.0,0.5606565656565656,5 +mistral-instruct-v0.2:7:ggufv2:Q2_K,stats,4.634958597504569,9.0,0.5149953997227299,5 +llama-3-instruct:8:ggufv2:Q6_K,stats,4.307390648567119,9.0,0.47859896095190213,5 +llama-3-instruct:8:ggufv2:Q5_K_M,stats,3.9346000361725464,9.0,0.4371777817969496,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,stats,3.6073713073458245,9.0,0.40081903414953607,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,stats,3.588411096085807,9.0,0.39871234400953415,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,stats,3.2121322022685,9.0,0.35690357802983336,5 +llama-2-chat:70:ggufv2:Q4_K_M,stats,3.081094163745964,9.0,0.3423437959717738,5 llama-3-instruct:8:ggufv2:Q4_K_M,stats,2.9884330492788638,9.0,0.33204811658654043,5 +llama-2-chat:70:ggufv2:Q2_K,stats,2.6521576783323773,9.0,0.29468418648137523,5 +llama-2-chat:70:ggufv2:Q3_K_M,stats,2.4427578309257907,9.0,0.2714175367695323,5 +llama-2-chat:70:ggufv2:Q5_K_M,stats,2.3992987377279102,9.0,0.26658874863643445,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,stats,2.215486660205841,9.0,0.24616518446731567,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,stats,1.962407501341588,9.0,0.2180452779268431,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,stats,1.7605678385061008,9.0,0.19561864872290008,5 llama-2-chat:7:ggufv2:Q4_K_M,stats,1.4358877949834266,9.0,0.15954308833149183,5 +llama-2-chat:13:ggufv2:Q4_K_M,stats,1.4169529773490168,9.0,0.1574392197054463,5 +llama-2-chat:13:ggufv2:Q8_0,stats,1.3860848702953967,9.0,0.15400943003282186,5 +llama-2-chat:7:ggufv2:Q5_K_M,stats,1.385898294989204,9.0,0.1539886994432449,5 +llama-2-chat:13:ggufv2:Q3_K_M,stats,1.3583441929407405,9.0,0.15092713254897117,5 +llama-2-chat:13:ggufv2:Q5_K_M,stats,1.3371043771043771,9.0,0.14856715301159745,5 +llama-2-chat:13:ggufv2:Q2_K,stats,1.124390336621619,9.0,0.12493225962462434,5 code-llama-instruct:7:ggufv2:Q4_K_M,stats,0.8604711736840427,9.0,0.09560790818711586,5 +llama-2-chat:7:ggufv2:Q3_K_M,stats,0.8045382395382396,9.0,0.08939313772647106,5 +llama-2-chat:7:ggufv2:Q2_K,stats,0.5580306844640426,9.0,0.06200340938489362,5 chatglm3:6:ggmlv3:q4_0,stats,0.1792496201749341,9.0,0.019916624463881566,5 diff --git a/benchmark/results/processed/implicit_relevance_of_multiple_fragments.csv b/benchmark/results/processed/implicit_relevance_of_multiple_fragments.csv index 87466c38..406f8a0d 100644 --- a/benchmark/results/processed/implicit_relevance_of_multiple_fragments.csv +++ b/benchmark/results/processed/implicit_relevance_of_multiple_fragments.csv @@ -1,14 +1,15 @@ Full model name,Score achieved,Score possible,Accuracy,Iterations chatglm3:6:ggmlv3:q4_0,2.0,2.0,1.0,5 -gpt-3.5-turbo-0613,2.0,2.0,1.0,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,2.0,2.0,1.0,5 llama-2-chat:70:ggufv2:Q4_K_M,2.0,2.0,1.0,5 llama-2-chat:7:ggufv2:Q2_K,2.0,2.0,1.0,5 llama-2-chat:7:ggufv2:Q3_K_M,2.0,2.0,1.0,5 llama-3-instruct:8:ggufv2:Q4_K_M,2.0,2.0,1.0,5 +llama-3-instruct:8:ggufv2:Q5_K_M,2.0,2.0,1.0,5 llama-3-instruct:8:ggufv2:Q6_K,2.0,2.0,1.0,5 llama-3-instruct:8:ggufv2:Q8_0,2.0,2.0,1.0,5 -mistral-instruct-v0.2:7:ggufv2:Q3_K_M,2.0,2.0,1.0,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,2.0,2.0,1.0,5 +gpt-3.5-turbo-0613,2.0,2.0,1.0,5 mistral-instruct-v0.2:7:ggufv2:Q5_K_M,2.0,2.0,1.0,5 mistral-instruct-v0.2:7:ggufv2:Q6_K,2.0,2.0,1.0,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,2.0,2.0,1.0,5 @@ -22,40 +23,41 @@ code-llama-instruct:34:ggufv2:Q2_K,2.0,2.0,1.0,5 code-llama-instruct:34:ggufv2:Q5_K_M,2.0,2.0,1.0,5 code-llama-instruct:7:ggufv2:Q4_K_M,2.0,2.0,1.0,5 gpt-3.5-turbo-0125,1.8,2.0,0.9,5 -llama-2-chat:70:ggufv2:Q5_K_M,1.8,2.0,0.9,5 code-llama-instruct:7:ggufv2:Q6_K,1.8,2.0,0.9,5 mistral-instruct-v0.2:7:ggufv2:Q8_0,1.8,2.0,0.9,5 code-llama-instruct:34:ggufv2:Q6_K,1.8,2.0,0.9,5 code-llama-instruct:34:ggufv2:Q8_0,1.8,2.0,0.9,5 +llama-2-chat:70:ggufv2:Q5_K_M,1.8,2.0,0.9,5 mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,1.4,2.0,0.7,5 code-llama-instruct:7:ggufv2:Q3_K_M,1.4,2.0,0.7,5 code-llama-instruct:7:ggufv2:Q2_K,1.4,2.0,0.7,5 +gpt-4o-2024-05-13,1.4,2.0,0.7,5 llama-2-chat:7:ggufv2:Q5_K_M,1.2,2.0,0.6,5 mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,1.2,2.0,0.6,5 mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,1.2,2.0,0.6,5 -code-llama-instruct:7:ggufv2:Q5_K_M,1.0,2.0,0.5,5 -llama-2-chat:13:ggufv2:Q3_K_M,1.0,2.0,0.5,5 +code-llama-instruct:34:ggufv2:Q3_K_M,1.0,2.0,0.5,5 +llama-2-chat:70:ggufv2:Q2_K,1.0,2.0,0.5,5 code-llama-instruct:13:ggufv2:Q4_K_M,1.0,2.0,0.5,5 code-llama-instruct:13:ggufv2:Q5_K_M,1.0,2.0,0.5,5 openhermes-2.5:7:ggufv2:Q3_K_M,1.0,2.0,0.5,5 openhermes-2.5:7:ggufv2:Q2_K,1.0,2.0,0.5,5 -gpt-4-0125-preview,1.0,2.0,0.5,5 +code-llama-instruct:7:ggufv2:Q8_0,1.0,2.0,0.5,5 code-llama-instruct:13:ggufv2:Q6_K,1.0,2.0,0.5,5 code-llama-instruct:13:ggufv2:Q8_0,1.0,2.0,0.5,5 mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,1.0,2.0,0.5,5 llama-2-chat:13:ggufv2:Q2_K,1.0,2.0,0.5,5 -code-llama-instruct:34:ggufv2:Q3_K_M,1.0,2.0,0.5,5 -llama-2-chat:13:ggufv2:Q4_K_M,1.0,2.0,0.5,5 +llama-2-chat:70:ggufv2:Q3_K_M,1.0,2.0,0.5,5 +llama-2-chat:13:ggufv2:Q3_K_M,1.0,2.0,0.5,5 mistral-instruct-v0.2:7:ggufv2:Q2_K,1.0,2.0,0.5,5 +llama-2-chat:13:ggufv2:Q4_K_M,1.0,2.0,0.5,5 llama-2-chat:13:ggufv2:Q5_K_M,1.0,2.0,0.5,5 +gpt-4-0125-preview,1.0,2.0,0.5,5 llama-2-chat:13:ggufv2:Q6_K,1.0,2.0,0.5,5 -code-llama-instruct:7:ggufv2:Q8_0,1.0,2.0,0.5,5 llama-2-chat:7:ggufv2:Q8_0,1.0,2.0,0.5,5 llama-2-chat:7:ggufv2:Q6_K,1.0,2.0,0.5,5 llama-2-chat:7:ggufv2:Q4_K_M,1.0,2.0,0.5,5 llama-2-chat:13:ggufv2:Q8_0,1.0,2.0,0.5,5 -llama-2-chat:70:ggufv2:Q2_K,1.0,2.0,0.5,5 -llama-2-chat:70:ggufv2:Q3_K_M,1.0,2.0,0.5,5 -code-llama-instruct:13:ggufv2:Q2_K,0.8,2.0,0.4,5 +code-llama-instruct:7:ggufv2:Q5_K_M,1.0,2.0,0.5,5 code-llama-instruct:34:ggufv2:Q4_K_M,0.8,2.0,0.4,5 +code-llama-instruct:13:ggufv2:Q2_K,0.8,2.0,0.4,5 code-llama-instruct:13:ggufv2:Q3_K_M,0.0,2.0,0.0,5 diff --git a/benchmark/results/processed/naive_query_generation_using_schema.csv b/benchmark/results/processed/naive_query_generation_using_schema.csv index bb18f578..fef8f95f 100644 --- a/benchmark/results/processed/naive_query_generation_using_schema.csv +++ b/benchmark/results/processed/naive_query_generation_using_schema.csv @@ -1,9 +1,10 @@ Full model name,Score achieved,Score possible,Accuracy,Iterations gpt-4-0613,20.4,30.0,0.6799999999999999,5 +llama-3-instruct:8:ggufv2:Q4_K_M,20.0,30.0,0.6666666666666666,5 llama-3-instruct:8:ggufv2:Q8_0,20.0,30.0,0.6666666666666666,5 llama-3-instruct:8:ggufv2:Q6_K,20.0,30.0,0.6666666666666666,5 -llama-3-instruct:8:ggufv2:Q4_K_M,20.0,30.0,0.6666666666666666,5 code-llama-instruct:7:ggufv2:Q4_K_M,19.6,30.0,0.6533333333333334,5 +llama-3-instruct:8:ggufv2:Q5_K_M,18.0,30.0,0.6,5 code-llama-instruct:34:ggufv2:Q3_K_M,18.0,30.0,0.6,5 openhermes-2.5:7:ggufv2:Q5_K_M,17.6,30.0,0.5866666666666667,5 mistral-instruct-v0.2:7:ggufv2:Q2_K,17.2,30.0,0.5733333333333334,5 @@ -12,30 +13,31 @@ code-llama-instruct:34:ggufv2:Q2_K,17.0,30.0,0.5666666666666667,5 code-llama-instruct:13:ggufv2:Q2_K,17.0,30.0,0.5666666666666667,5 code-llama-instruct:13:ggufv2:Q5_K_M,17.0,30.0,0.5666666666666667,5 code-llama-instruct:13:ggufv2:Q6_K,16.2,30.0,0.5399999999999999,5 -openhermes-2.5:7:ggufv2:Q6_K,16.0,30.0,0.5333333333333333,5 code-llama-instruct:7:ggufv2:Q2_K,16.0,30.0,0.5333333333333333,5 +gpt-4o-2024-05-13,16.0,30.0,0.5333333333333333,5 code-llama-instruct:13:ggufv2:Q4_K_M,16.0,30.0,0.5333333333333333,5 code-llama-instruct:13:ggufv2:Q3_K_M,16.0,30.0,0.5333333333333333,5 +openhermes-2.5:7:ggufv2:Q6_K,16.0,30.0,0.5333333333333333,5 gpt-3.5-turbo-0613,15.0,30.0,0.5,5 gpt-3.5-turbo-0125,14.6,30.0,0.48666666666666664,5 llama-2-chat:13:ggufv2:Q3_K_M,14.4,30.0,0.48000000000000004,5 -chatglm3:6:ggmlv3:q4_0,14.4,30.0,0.48000000000000004,5 llama-2-chat:13:ggufv2:Q8_0,14.4,30.0,0.48000000000000004,5 +chatglm3:6:ggmlv3:q4_0,14.4,30.0,0.48000000000000004,5 mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,14.4,30.0,0.48000000000000004,5 -llama-2-chat:70:ggufv2:Q2_K,14.2,30.0,0.47333333333333333,5 code-llama-instruct:34:ggufv2:Q6_K,14.2,30.0,0.47333333333333333,5 +llama-2-chat:70:ggufv2:Q2_K,14.2,30.0,0.47333333333333333,5 mistral-instruct-v0.2:7:ggufv2:Q3_K_M,14.0,30.0,0.4666666666666667,5 mistral-instruct-v0.2:7:ggufv2:Q5_K_M,14.0,30.0,0.4666666666666667,5 -openhermes-2.5:7:ggufv2:Q4_K_M,14.0,30.0,0.4666666666666667,5 openhermes-2.5:7:ggufv2:Q3_K_M,14.0,30.0,0.4666666666666667,5 +openhermes-2.5:7:ggufv2:Q4_K_M,14.0,30.0,0.4666666666666667,5 openhermes-2.5:7:ggufv2:Q8_0,14.0,30.0,0.4666666666666667,5 code-llama-instruct:34:ggufv2:Q4_K_M,14.0,30.0,0.4666666666666667,5 code-llama-instruct:34:ggufv2:Q5_K_M,14.0,30.0,0.4666666666666667,5 code-llama-instruct:34:ggufv2:Q8_0,14.0,30.0,0.4666666666666667,5 gpt-4-0125-preview,13.2,30.0,0.44,5 openhermes-2.5:7:ggufv2:Q2_K,13.0,30.0,0.43333333333333335,5 -llama-2-chat:13:ggufv2:Q5_K_M,13.0,30.0,0.43333333333333335,5 mistral-instruct-v0.2:7:ggufv2:Q8_0,13.0,30.0,0.43333333333333335,5 +llama-2-chat:13:ggufv2:Q5_K_M,13.0,30.0,0.43333333333333335,5 mistral-instruct-v0.2:7:ggufv2:Q6_K,13.0,30.0,0.43333333333333335,5 code-llama-instruct:7:ggufv2:Q3_K_M,12.8,30.0,0.4266666666666667,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,12.8,30.0,0.4266666666666667,5 @@ -43,15 +45,15 @@ llama-2-chat:70:ggufv2:Q4_K_M,12.6,30.0,0.42,5 llama-2-chat:70:ggufv2:Q3_K_M,12.4,30.0,0.41333333333333333,5 code-llama-instruct:7:ggufv2:Q5_K_M,12.0,30.0,0.4,5 code-llama-instruct:7:ggufv2:Q8_0,12.0,30.0,0.4,5 -mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,11.6,30.0,0.38666666666666666,5 llama-2-chat:13:ggufv2:Q6_K,11.6,30.0,0.38666666666666666,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,11.6,30.0,0.38666666666666666,5 mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,11.4,30.0,0.38,5 -mistral-instruct-v0.2:7:ggufv2:Q4_K_M,11.0,30.0,0.36666666666666664,5 llama-2-chat:13:ggufv2:Q2_K,11.0,30.0,0.36666666666666664,5 +mistral-instruct-v0.2:7:ggufv2:Q4_K_M,11.0,30.0,0.36666666666666664,5 llama-2-chat:13:ggufv2:Q4_K_M,11.0,30.0,0.36666666666666664,5 llama-2-chat:70:ggufv2:Q5_K_M,10.8,30.0,0.36000000000000004,5 -mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,10.0,30.0,0.3333333333333333,5 mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,10.0,30.0,0.3333333333333333,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,10.0,30.0,0.3333333333333333,5 code-llama-instruct:7:ggufv2:Q6_K,10.0,30.0,0.3333333333333333,5 llama-2-chat:7:ggufv2:Q5_K_M,8.8,30.0,0.29333333333333333,5 llama-2-chat:7:ggufv2:Q8_0,8.0,30.0,0.26666666666666666,5 diff --git a/benchmark/results/processed/naive_vs_biochatter.txt b/benchmark/results/processed/naive_vs_biochatter.txt index c093d711..b5ce2e6b 100644 --- a/benchmark/results/processed/naive_vs_biochatter.txt +++ b/benchmark/results/processed/naive_vs_biochatter.txt @@ -1,4 +1,4 @@ -mean: 0.8234444444444443 vs 0.45488888888888895 -std: 0.11245918559351459 vs 0.11561587589761682 -p-value: 5.280834367890885e-35 -t-statistic: 17.7000377006353 +mean: 0.8247311827956989 vs 0.45849462365591404 +std: 0.11141995973340396 vs 0.11559252189550177 +p-value: 4.6396700183037475e-36 +t-statistic: 17.961783342490225 diff --git a/benchmark/results/processed/overview-model.csv b/benchmark/results/processed/overview-model.csv index d89774a5..7c74ef72 100644 --- a/benchmark/results/processed/overview-model.csv +++ b/benchmark/results/processed/overview-model.csv @@ -1,16 +1,17 @@ Model name,Size,Median Accuracy,SD gpt-3.5-turbo-0125,175,0.9,0.23 gpt-4-0613,Unknown,0.88,0.19 -openhermes-2.5,7,0.78,0.35 gpt-3.5-turbo-0613,175,0.76,0.21 -llama-3-instruct,8,0.7,0.38 +openhermes-2.5,7,0.74,0.33 gpt-4-0125-preview,Unknown,0.69,0.31 +llama-3-instruct,8,0.67,0.38 +gpt-4o-2024-05-13,Unknown,0.65,0.37 chatglm3,6,0.47,0.27 -mistral-instruct-v0.2,7,0.46,0.36 -llama-2-chat,70,0.45,0.35 +mistral-instruct-v0.2,7,0.45,0.34 +llama-2-chat,70,0.42,0.34 code-llama-instruct,7,0.4,0.35 -llama-2-chat,13,0.4,0.34 code-llama-instruct,13,0.38,0.33 code-llama-instruct,34,0.38,0.35 +llama-2-chat,13,0.35,0.34 llama-2-chat,7,0.34,0.32 -mixtral-instruct-v0.1,"46,7",0.34,0.3 +mixtral-instruct-v0.1,"46,7",0.33,0.3 diff --git a/benchmark/results/processed/overview-quantisation.csv b/benchmark/results/processed/overview-quantisation.csv index 743a37a3..32a313dd 100644 --- a/benchmark/results/processed/overview-quantisation.csv +++ b/benchmark/results/processed/overview-quantisation.csv @@ -1,61 +1,63 @@ Model name,Size,Version,Quantisation,Median Accuracy,SD gpt-3.5-turbo-0125,175,,,0.9,0.23 gpt-4-0613,Unknown,,,0.88,0.19 -openhermes-2.5,7,ggufv2,Q5_K_M,0.83,0.35 -openhermes-2.5,7,ggufv2,Q8_0,0.82,0.35 -openhermes-2.5,7,ggufv2,Q6_K,0.8,0.37 -openhermes-2.5,7,ggufv2,Q4_K_M,0.76,0.35 +openhermes-2.5,7,ggufv2,Q5_K_M,0.78,0.33 gpt-3.5-turbo-0613,175,,,0.76,0.21 -llama-3-instruct,8,ggufv2,Q6_K,0.72,0.37 -llama-3-instruct,8,ggufv2,Q8_0,0.7,0.37 +openhermes-2.5,7,ggufv2,Q4_K_M,0.76,0.35 +openhermes-2.5,7,ggufv2,Q8_0,0.76,0.33 +openhermes-2.5,7,ggufv2,Q6_K,0.73,0.35 gpt-4-0125-preview,Unknown,,,0.69,0.31 -openhermes-2.5,7,ggufv2,Q3_K_M,0.68,0.35 llama-3-instruct,8,ggufv2,Q4_K_M,0.67,0.39 -openhermes-2.5,7,ggufv2,Q2_K,0.52,0.33 +llama-3-instruct,8,ggufv2,Q8_0,0.67,0.37 +llama-3-instruct,8,ggufv2,Q6_K,0.67,0.38 +gpt-4o-2024-05-13,Unknown,,,0.65,0.37 +openhermes-2.5,7,ggufv2,Q3_K_M,0.63,0.33 +llama-3-instruct,8,ggufv2,Q5_K_M,0.6,0.38 code-llama-instruct,34,ggufv2,Q2_K,0.5,0.33 -mistral-instruct-v0.2,7,ggufv2,Q6_K,0.5,0.37 +openhermes-2.5,7,ggufv2,Q2_K,0.5,0.31 code-llama-instruct,7,ggufv2,Q3_K_M,0.49,0.31 -llama-2-chat,70,ggufv2,Q4_K_M,0.49,0.36 -llama-2-chat,70,ggufv2,Q5_K_M,0.48,0.35 -mistral-instruct-v0.2,7,ggufv2,Q5_K_M,0.48,0.37 -mistral-instruct-v0.2,7,ggufv2,Q3_K_M,0.47,0.36 +mistral-instruct-v0.2,7,ggufv2,Q6_K,0.48,0.35 code-llama-instruct,7,ggufv2,Q4_K_M,0.47,0.39 chatglm3,6,ggmlv3,q4_0,0.47,0.27 -mistral-instruct-v0.2,7,ggufv2,Q8_0,0.45,0.36 -mistral-instruct-v0.2,7,ggufv2,Q2_K,0.45,0.32 +mistral-instruct-v0.2,7,ggufv2,Q5_K_M,0.47,0.36 +mistral-instruct-v0.2,7,ggufv2,Q3_K_M,0.47,0.35 code-llama-instruct,34,ggufv2,Q3_K_M,0.45,0.31 +llama-2-chat,70,ggufv2,Q5_K_M,0.44,0.35 +llama-2-chat,70,ggufv2,Q4_K_M,0.44,0.35 code-llama-instruct,13,ggufv2,Q6_K,0.44,0.35 code-llama-instruct,13,ggufv2,Q8_0,0.44,0.33 -llama-2-chat,70,ggufv2,Q3_K_M,0.43,0.33 -llama-2-chat,70,ggufv2,Q2_K,0.43,0.37 -llama-2-chat,13,ggufv2,Q8_0,0.43,0.36 +mistral-instruct-v0.2,7,ggufv2,Q8_0,0.43,0.34 code-llama-instruct,13,ggufv2,Q5_K_M,0.43,0.32 -llama-2-chat,13,ggufv2,Q3_K_M,0.43,0.35 -llama-2-chat,13,ggufv2,Q5_K_M,0.4,0.34 +llama-2-chat,70,ggufv2,Q3_K_M,0.41,0.33 code-llama-instruct,7,ggufv2,Q8_0,0.4,0.37 code-llama-instruct,7,ggufv2,Q5_K_M,0.39,0.34 +mistral-instruct-v0.2,7,ggufv2,Q2_K,0.39,0.31 llama-2-chat,13,ggufv2,Q6_K,0.39,0.36 code-llama-instruct,7,ggufv2,Q2_K,0.38,0.29 code-llama-instruct,34,ggufv2,Q4_K_M,0.38,0.35 -llama-2-chat,7,ggufv2,Q3_K_M,0.38,0.35 code-llama-instruct,7,ggufv2,Q6_K,0.38,0.39 code-llama-instruct,34,ggufv2,Q5_K_M,0.38,0.38 +llama-2-chat,70,ggufv2,Q2_K,0.38,0.35 code-llama-instruct,34,ggufv2,Q8_0,0.37,0.35 -llama-2-chat,13,ggufv2,Q4_K_M,0.37,0.36 mistral-instruct-v0.2,7,ggufv2,Q4_K_M,0.37,0.36 code-llama-instruct,34,ggufv2,Q6_K,0.37,0.36 -mixtral-instruct-v0.1,"46,7",ggufv2,Q5_K_M,0.36,0.34 -mixtral-instruct-v0.1,"46,7",ggufv2,Q6_K,0.36,0.31 llama-2-chat,7,ggufv2,Q8_0,0.36,0.3 -mixtral-instruct-v0.1,"46,7",ggufv2,Q3_K_M,0.34,0.29 +llama-2-chat,13,ggufv2,Q8_0,0.36,0.35 +llama-2-chat,13,ggufv2,Q3_K_M,0.35,0.34 +llama-2-chat,13,ggufv2,Q4_K_M,0.35,0.35 llama-2-chat,7,ggufv2,Q6_K,0.34,0.3 llama-2-chat,7,ggufv2,Q4_K_M,0.34,0.3 +llama-2-chat,13,ggufv2,Q5_K_M,0.34,0.34 +mixtral-instruct-v0.1,"46,7",ggufv2,Q5_K_M,0.33,0.33 mixtral-instruct-v0.1,"46,7",ggufv2,Q4_K_M,0.33,0.32 -mixtral-instruct-v0.1,"46,7",ggufv2,Q8_0,0.33,0.27 +llama-2-chat,7,ggufv2,Q3_K_M,0.33,0.35 +mixtral-instruct-v0.1,"46,7",ggufv2,Q3_K_M,0.33,0.28 +mixtral-instruct-v0.1,"46,7",ggufv2,Q6_K,0.33,0.3 code-llama-instruct,13,ggufv2,Q4_K_M,0.33,0.31 -llama-2-chat,7,ggufv2,Q5_K_M,0.33,0.3 -mixtral-instruct-v0.1,"46,7",ggufv2,Q2_K,0.33,0.29 -llama-2-chat,13,ggufv2,Q2_K,0.29,0.3 -llama-2-chat,7,ggufv2,Q2_K,0.23,0.38 +mixtral-instruct-v0.1,"46,7",ggufv2,Q8_0,0.31,0.26 +mixtral-instruct-v0.1,"46,7",ggufv2,Q2_K,0.3,0.28 +llama-2-chat,7,ggufv2,Q5_K_M,0.29,0.3 +llama-2-chat,13,ggufv2,Q2_K,0.27,0.29 code-llama-instruct,13,ggufv2,Q2_K,0.17,0.34 code-llama-instruct,13,ggufv2,Q3_K_M,0.15,0.34 +llama-2-chat,7,ggufv2,Q2_K,0.1,0.38 diff --git a/benchmark/results/processed/overview.csv b/benchmark/results/processed/overview.csv index 86e39673..ad68e0a8 100644 --- a/benchmark/results/processed/overview.csv +++ b/benchmark/results/processed/overview.csv @@ -1,61 +1,63 @@ Full model name,property_selection,query_generation,sourcedata_info_extraction,explicit_relevance_of_single_fragments,entity_selection,relationship_selection,end_to_end_query_generation,naive_query_generation_using_schema,implicit_relevance_of_multiple_fragments,property_exists,Mean Accuracy,Median Accuracy,SD gpt-3.5-turbo-0125,0.35625,0.9666666666666668,0.5100318961757607,1.0,1.0,1.0,0.9266666666666666,0.4866666666666666,0.9,0.8666666666666667,0.8012948562842428,0.9,0.226906880165635 gpt-4-0613,0.359375,0.9666666666666668,0.6689027994568157,1.0,0.8888888888888888,0.65,0.88,0.6799999999999999,1.0,0.8888888888888888,0.7982722243901261,0.88,0.1869151658909737 -openhermes-2.5:7:ggufv2:Q5_K_M,0.125,0.9133333333333332,,1.0,0.8888888888888888,1.0,0.0,0.5866666666666667,1.0,0.7777777777777778,0.699074074074074,0.8333333333333333,0.34743173387294063 -openhermes-2.5:7:ggufv2:Q8_0,0.125,0.88,,1.0,0.8888888888888888,1.0,0.0,0.4666666666666667,1.0,0.7555555555555555,0.6795679012345679,0.8177777777777777,0.35069118435637053 -openhermes-2.5:7:ggufv2:Q6_K,0.046875,0.86,,1.0,1.0,1.0,0.0,0.5333333333333333,1.0,0.7333333333333333,0.685949074074074,0.7966666666666666,0.3661185988835456 -openhermes-2.5:7:ggufv2:Q4_K_M,0.046875,0.8733333333333333,0.5972813161390415,1.0,0.8888888888888888,1.0,0.0,0.4666666666666667,1.0,0.7555555555555555,0.6628600760583485,0.7555555555555555,0.34568251190180377 +openhermes-2.5:7:ggufv2:Q5_K_M,0.125,0.9133333333333332,0.5799163100443383,1.0,0.8888888888888888,1.0,0.0,0.5866666666666667,1.0,0.7777777777777778,0.6871582976711005,0.7777777777777778,0.3318005309899283 gpt-3.5-turbo-0613,0.3625,0.9466666666666668,0.5753814654033865,1.0,0.8888888888888888,0.5,0.8333333333333334,0.5,1.0,0.7555555555555555,0.7362325909847831,0.7555555555555555,0.21192578872727258 -llama-3-instruct:8:ggufv2:Q6_K,0.28125,0.9266666666666666,,1.0,0.875,0.0,0.0,0.6666666666666666,1.0,0.775,0.6138425925925927,0.7208333333333333,0.36982278759937376 -llama-3-instruct:8:ggufv2:Q8_0,0.28125,0.92,,1.0,0.875,0.0,0.0,0.6666666666666666,1.0,0.725,0.6075462962962962,0.6958333333333333,0.3669154519069051 +openhermes-2.5:7:ggufv2:Q4_K_M,0.046875,0.8733333333333333,0.5972813161390415,1.0,0.8888888888888888,1.0,0.0,0.4666666666666667,1.0,0.7555555555555555,0.6628600760583485,0.7555555555555555,0.34568251190180377 +openhermes-2.5:7:ggufv2:Q8_0,0.125,0.88,0.6008286779833673,1.0,0.8888888888888888,1.0,0.0,0.4666666666666667,1.0,0.7555555555555555,0.6716939789094478,0.7555555555555555,0.3336443696951103 +openhermes-2.5:7:ggufv2:Q6_K,0.046875,0.86,0.6191671759321142,1.0,1.0,1.0,0.0,0.5333333333333333,1.0,0.7333333333333333,0.679270884259878,0.7333333333333333,0.348500335672223 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+llama-2-chat:13:ggufv2:Q2_K,0.0,0.4333333333333333,0.064938884481158,1.0,0.0,0.0,0.0,0.3666666666666666,0.5,0.2888888888888889,0.26538277733700466,0.26538277733700466,0.29474424753308875 code-llama-instruct:13:ggufv2:Q2_K,0.0,0.8200000000000001,,0.0333333333333333,0.0,0.0,0.0,0.5666666666666667,0.4,0.875,0.2994444444444444,0.16638888888888886,0.33605636293405067 code-llama-instruct:13:ggufv2:Q3_K_M,0.0,0.8333333333333334,,0.0,0.45,0.0,0.0,0.5333333333333333,0.0,0.85,0.29629629629629634,0.14814814814814817,0.33670729790783727 +llama-2-chat:7:ggufv2:Q2_K,0.0,0.6866666666666668,0.0361865459270389,0.8333333333333334,0.0,0.0,0.0,0.1,1.0,0.6888888888888889,0.3345075434815928,0.1,0.3793883748545625 diff --git a/benchmark/results/processed/property_exists.csv b/benchmark/results/processed/property_exists.csv index e48a7ae8..a0db1ef7 100644 --- a/benchmark/results/processed/property_exists.csv +++ b/benchmark/results/processed/property_exists.csv @@ -4,18 +4,19 @@ code-llama-instruct:34:ggufv2:Q5_K_M,7.6,8.0,0.95,5 code-llama-instruct:34:ggufv2:Q8_0,7.4,8.0,0.925,5 code-llama-instruct:34:ggufv2:Q6_K,7.2,8.0,0.9,5 gpt-4-0613,8.0,9.0,0.8888888888888888,5 -code-llama-instruct:34:ggufv2:Q3_K_M,7.0,8.0,0.875,5 code-llama-instruct:13:ggufv2:Q2_K,7.0,8.0,0.875,5 +code-llama-instruct:34:ggufv2:Q3_K_M,7.0,8.0,0.875,5 gpt-3.5-turbo-0125,7.8,9.0,0.8666666666666667,5 -mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,6.8,8.0,0.85,5 code-llama-instruct:13:ggufv2:Q3_K_M,6.8,8.0,0.85,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,6.8,8.0,0.85,5 +gpt-4o-2024-05-13,6.8,8.0,0.85,5 openhermes-2.5:7:ggufv2:Q2_K,7.6,9.0,0.8444444444444444,5 code-llama-instruct:13:ggufv2:Q6_K,6.6,8.0,0.825,5 -code-llama-instruct:7:ggufv2:Q2_K,6.4,8.0,0.8,5 code-llama-instruct:7:ggufv2:Q3_K_M,7.2,9.0,0.8,5 -mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,7.0,9.0,0.7777777777777778,5 +code-llama-instruct:7:ggufv2:Q2_K,6.4,8.0,0.8,5 llama-2-chat:70:ggufv2:Q5_K_M,7.0,9.0,0.7777777777777778,5 llama-2-chat:13:ggufv2:Q4_K_M,7.0,9.0,0.7777777777777778,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,7.0,9.0,0.7777777777777778,5 llama-2-chat:70:ggufv2:Q3_K_M,7.0,9.0,0.7777777777777778,5 openhermes-2.5:7:ggufv2:Q5_K_M,7.0,9.0,0.7777777777777778,5 code-llama-instruct:7:ggufv2:Q6_K,6.2,8.0,0.775,5 @@ -32,22 +33,23 @@ gpt-3.5-turbo-0613,6.8,9.0,0.7555555555555555,5 code-llama-instruct:13:ggufv2:Q8_0,6.0,8.0,0.75,5 code-llama-instruct:34:ggufv2:Q2_K,6.0,8.0,0.75,5 mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,6.6000000000000005,9.0,0.7333333333333334,5 +gpt-4-0125-preview,6.6,9.0,0.7333333333333333,5 openhermes-2.5:7:ggufv2:Q6_K,6.6,9.0,0.7333333333333333,5 llama-2-chat:13:ggufv2:Q3_K_M,6.6,9.0,0.7333333333333333,5 -gpt-4-0125-preview,6.6,9.0,0.7333333333333333,5 llama-3-instruct:8:ggufv2:Q8_0,5.8,8.0,0.725,5 openhermes-2.5:7:ggufv2:Q3_K_M,7.199999999999999,10.0,0.72,5 llama-2-chat:13:ggufv2:Q8_0,6.4,9.0,0.7111111111111111,5 mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,6.4,9.0,0.7111111111111111,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,6.2,9.0,0.6888888888888889,5 -mistral-instruct-v0.2:7:ggufv2:Q5_K_M,6.2,9.0,0.6888888888888889,5 code-llama-instruct:7:ggufv2:Q5_K_M,6.2,9.0,0.6888888888888889,5 +mistral-instruct-v0.2:7:ggufv2:Q5_K_M,6.2,9.0,0.6888888888888889,5 llama-2-chat:7:ggufv2:Q2_K,6.2,9.0,0.6888888888888889,5 code-llama-instruct:7:ggufv2:Q8_0,6.0,9.0,0.6666666666666666,5 mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,6.0,9.0,0.6666666666666666,5 llama-2-chat:70:ggufv2:Q2_K,6.0,9.0,0.6666666666666666,5 mistral-instruct-v0.2:7:ggufv2:Q3_K_M,6.0,9.0,0.6666666666666666,5 mistral-instruct-v0.2:7:ggufv2:Q6_K,5.2,8.0,0.65,5 +llama-3-instruct:8:ggufv2:Q5_K_M,5.2,8.0,0.65,5 mistral-instruct-v0.2:7:ggufv2:Q8_0,5.8,9.0,0.6444444444444444,5 llama-2-chat:13:ggufv2:Q5_K_M,5.8,9.0,0.6444444444444444,5 mistral-instruct-v0.2:7:ggufv2:Q2_K,5.4,9.0,0.6000000000000001,5 diff --git a/benchmark/results/processed/property_selection.csv b/benchmark/results/processed/property_selection.csv index f8d688b4..7e712d3d 100644 --- a/benchmark/results/processed/property_selection.csv +++ b/benchmark/results/processed/property_selection.csv @@ -5,6 +5,7 @@ gpt-3.5-turbo-0125,22.8,64.0,0.35625,5 chatglm3:6:ggmlv3:q4_0,18.4,64.0,0.2875,5 llama-3-instruct:8:ggufv2:Q8_0,18.0,64.0,0.28125,5 llama-3-instruct:8:ggufv2:Q6_K,18.0,64.0,0.28125,5 +llama-3-instruct:8:ggufv2:Q5_K_M,12.0,64.0,0.1875,5 llama-2-chat:70:ggufv2:Q3_K_M,11.0,64.0,0.171875,5 mixtral-instruct-v0.1:46_7:ggufv2:Q4_K_M,10.4,64.0,0.1625,5 openhermes-2.5:7:ggufv2:Q8_0,8.0,64.0,0.125,5 @@ -15,47 +16,48 @@ llama-2-chat:7:ggufv2:Q3_K_M,6.4,64.0,0.1,5 mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,4.199999999999999,64.0,0.06562499999999999,5 code-llama-instruct:7:ggufv2:Q2_K,4.0,64.0,0.0625,5 mistral-instruct-v0.2:7:ggufv2:Q6_K,3.0,64.0,0.046875,5 -mistral-instruct-v0.2:7:ggufv2:Q3_K_M,3.0,64.0,0.046875,5 -openhermes-2.5:7:ggufv2:Q4_K_M,3.0,64.0,0.046875,5 openhermes-2.5:7:ggufv2:Q6_K,3.0,64.0,0.046875,5 +openhermes-2.5:7:ggufv2:Q4_K_M,3.0,64.0,0.046875,5 +mistral-instruct-v0.2:7:ggufv2:Q3_K_M,3.0,64.0,0.046875,5 llama-2-chat:7:ggufv2:Q5_K_M,2.4,64.0,0.0375,5 mistral-instruct-v0.2:7:ggufv2:Q8_0,2.4,64.0,0.0375,5 -mistral-instruct-v0.2:7:ggufv2:Q2_K,0.0,64.0,0.0,5 -llama-2-chat:7:ggufv2:Q6_K,0.0,64.0,0.0,5 +code-llama-instruct:13:ggufv2:Q5_K_M,0.0,64.0,0.0,5 code-llama-instruct:13:ggufv2:Q4_K_M,0.0,64.0,0.0,5 code-llama-instruct:13:ggufv2:Q3_K_M,0.0,64.0,0.0,5 -llama-2-chat:7:ggufv2:Q8_0,0.0,64.0,0.0,5 -mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,0.0,64.0,0.0,5 +mistral-instruct-v0.2:7:ggufv2:Q2_K,0.0,64.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q4_K_M,0.0,64.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q5_K_M,0.0,64.0,0.0,5 +code-llama-instruct:7:ggufv2:Q3_K_M,0.0,64.0,0.0,5 +llama-2-chat:7:ggufv2:Q8_0,0.0,64.0,0.0,5 +code-llama-instruct:34:ggufv2:Q8_0,0.0,64.0,0.0,5 mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,0.0,64.0,0.0,5 mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,0.0,64.0,0.0,5 mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,0.0,64.0,0.0,5 openhermes-2.5:7:ggufv2:Q2_K,0.0,64.0,0.0,5 -llama-2-chat:7:ggufv2:Q4_K_M,0.0,64.0,0.0,5 -code-llama-instruct:34:ggufv2:Q2_K,0.0,64.0,0.0,5 -code-llama-instruct:34:ggufv2:Q3_K_M,0.0,64.0,0.0,5 -code-llama-instruct:13:ggufv2:Q6_K,0.0,64.0,0.0,5 -code-llama-instruct:34:ggufv2:Q4_K_M,0.0,64.0,0.0,5 -code-llama-instruct:34:ggufv2:Q5_K_M,0.0,64.0,0.0,5 code-llama-instruct:34:ggufv2:Q6_K,0.0,64.0,0.0,5 -code-llama-instruct:34:ggufv2:Q8_0,0.0,64.0,0.0,5 -code-llama-instruct:7:ggufv2:Q3_K_M,0.0,64.0,0.0,5 +code-llama-instruct:34:ggufv2:Q5_K_M,0.0,64.0,0.0,5 +mixtral-instruct-v0.1:46_7:ggufv2:Q2_K,0.0,64.0,0.0,5 +llama-2-chat:7:ggufv2:Q6_K,0.0,64.0,0.0,5 code-llama-instruct:7:ggufv2:Q4_K_M,0.0,64.0,0.0,5 +llama-2-chat:13:ggufv2:Q3_K_M,0.0,64.0,0.0,5 code-llama-instruct:7:ggufv2:Q5_K_M,0.0,64.0,0.0,5 code-llama-instruct:7:ggufv2:Q6_K,0.0,64.0,0.0,5 code-llama-instruct:7:ggufv2:Q8_0,0.0,64.0,0.0,5 +code-llama-instruct:34:ggufv2:Q2_K,0.0,64.0,0.0,5 code-llama-instruct:13:ggufv2:Q8_0,0.0,64.0,0.0,5 gpt-4-0125-preview,0.0,64.0,0.0,5 -llama-2-chat:70:ggufv2:Q5_K_M,0.0,64.0,0.0,5 -code-llama-instruct:13:ggufv2:Q5_K_M,0.0,64.0,0.0,5 +code-llama-instruct:13:ggufv2:Q6_K,0.0,64.0,0.0,5 +gpt-4o-2024-05-13,0.0,64.0,0.0,5 llama-2-chat:13:ggufv2:Q2_K,0.0,64.0,0.0,5 -llama-2-chat:13:ggufv2:Q3_K_M,0.0,64.0,0.0,5 llama-2-chat:13:ggufv2:Q4_K_M,0.0,64.0,0.0,5 +llama-2-chat:7:ggufv2:Q4_K_M,0.0,64.0,0.0,5 llama-2-chat:13:ggufv2:Q5_K_M,0.0,64.0,0.0,5 llama-2-chat:13:ggufv2:Q6_K,0.0,64.0,0.0,5 llama-2-chat:13:ggufv2:Q8_0,0.0,64.0,0.0,5 llama-2-chat:70:ggufv2:Q2_K,0.0,64.0,0.0,5 code-llama-instruct:13:ggufv2:Q2_K,0.0,64.0,0.0,5 llama-2-chat:70:ggufv2:Q4_K_M,0.0,64.0,0.0,5 +llama-2-chat:70:ggufv2:Q5_K_M,0.0,64.0,0.0,5 llama-2-chat:7:ggufv2:Q2_K,0.0,64.0,0.0,5 +code-llama-instruct:34:ggufv2:Q4_K_M,0.0,64.0,0.0,5 +code-llama-instruct:34:ggufv2:Q3_K_M,0.0,64.0,0.0,5 diff --git a/benchmark/results/processed/query_generation.csv b/benchmark/results/processed/query_generation.csv index f3e61890..f2e3982a 100644 --- a/benchmark/results/processed/query_generation.csv +++ b/benchmark/results/processed/query_generation.csv @@ -1,51 +1,53 @@ Full model name,Score achieved,Score possible,Accuracy,Iterations -code-llama-instruct:7:ggufv2:Q4_K_M,29.0,30.0,0.9666666666666667,5 gpt-3.5-turbo-0125,29.0,30.0,0.9666666666666667,5 gpt-4-0613,29.0,30.0,0.9666666666666667,5 +code-llama-instruct:7:ggufv2:Q4_K_M,29.0,30.0,0.9666666666666667,5 +code-llama-instruct:7:ggufv2:Q5_K_M,28.8,30.0,0.9600000000000001,5 code-llama-instruct:7:ggufv2:Q8_0,28.8,30.0,0.9600000000000001,5 code-llama-instruct:7:ggufv2:Q6_K,28.8,30.0,0.9600000000000001,5 -code-llama-instruct:7:ggufv2:Q5_K_M,28.8,30.0,0.9600000000000001,5 gpt-3.5-turbo-0613,28.4,30.0,0.9466666666666667,5 openhermes-2.5:7:ggufv2:Q3_K_M,28.2,30.0,0.94,5 openhermes-2.5:7:ggufv2:Q2_K,28.2,30.0,0.94,5 llama-3-instruct:8:ggufv2:Q6_K,27.8,30.0,0.9266666666666666,5 -llama-3-instruct:8:ggufv2:Q8_0,27.6,30.0,0.92,5 +llama-3-instruct:8:ggufv2:Q5_K_M,27.8,30.0,0.9266666666666666,5 llama-3-instruct:8:ggufv2:Q4_K_M,27.6,30.0,0.92,5 -llama-2-chat:70:ggufv2:Q4_K_M,27.6,30.0,0.92,5 +llama-3-instruct:8:ggufv2:Q8_0,27.6,30.0,0.92,5 code-llama-instruct:7:ggufv2:Q2_K,27.6,30.0,0.92,5 +llama-2-chat:70:ggufv2:Q4_K_M,27.6,30.0,0.92,5 openhermes-2.5:7:ggufv2:Q5_K_M,27.4,30.0,0.9133333333333333,5 llama-2-chat:70:ggufv2:Q3_K_M,27.2,30.0,0.9066666666666666,5 llama-2-chat:70:ggufv2:Q5_K_M,27.2,30.0,0.9066666666666666,5 code-llama-instruct:34:ggufv2:Q4_K_M,27.2,30.0,0.9066666666666666,5 -llama-2-chat:70:ggufv2:Q2_K,27.0,30.0,0.9,5 code-llama-instruct:34:ggufv2:Q5_K_M,27.0,30.0,0.9,5 +llama-2-chat:70:ggufv2:Q2_K,27.0,30.0,0.9,5 mixtral-instruct-v0.1:46_7:ggufv2:Q3_K_M,26.799999999999997,30.0,0.8933333333333332,5 openhermes-2.5:7:ggufv2:Q8_0,26.4,30.0,0.88,5 openhermes-2.5:7:ggufv2:Q4_K_M,26.2,30.0,0.8733333333333333,5 code-llama-instruct:7:ggufv2:Q3_K_M,26.2,30.0,0.8733333333333333,5 -openhermes-2.5:7:ggufv2:Q6_K,25.8,30.0,0.86,5 code-llama-instruct:34:ggufv2:Q8_0,25.8,30.0,0.86,5 +openhermes-2.5:7:ggufv2:Q6_K,25.8,30.0,0.86,5 code-llama-instruct:34:ggufv2:Q6_K,25.6,30.0,0.8533333333333334,5 mistral-instruct-v0.2:7:ggufv2:Q8_0,25.4,30.0,0.8466666666666666,5 mixtral-instruct-v0.1:46_7:ggufv2:Q8_0,25.4,30.0,0.8466666666666666,5 mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,25.2,30.0,0.84,5 gpt-4-0125-preview,25.0,30.0,0.8333333333333334,5 -mistral-instruct-v0.2:7:ggufv2:Q6_K,25.0,30.0,0.8333333333333334,5 code-llama-instruct:13:ggufv2:Q4_K_M,25.0,30.0,0.8333333333333334,5 code-llama-instruct:13:ggufv2:Q3_K_M,25.0,30.0,0.8333333333333334,5 +mistral-instruct-v0.2:7:ggufv2:Q6_K,25.0,30.0,0.8333333333333334,5 mixtral-instruct-v0.1:46_7:ggufv2:Q6_K,24.8,30.0,0.8266666666666667,5 mistral-instruct-v0.2:7:ggufv2:Q5_K_M,24.8,30.0,0.8266666666666667,5 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mistral-instruct-v0.2:7:ggufv2:Q2_K,20.8,30.0,0.6933333333333334,5 diff --git a/benchmark/results/processed/relationship_selection.csv b/benchmark/results/processed/relationship_selection.csv index 5c83197d..de1e500b 100644 --- a/benchmark/results/processed/relationship_selection.csv +++ b/benchmark/results/processed/relationship_selection.csv @@ -21,6 +21,7 @@ code-llama-instruct:34:ggufv2:Q3_K_M,3.0,12.0,0.25,5 mixtral-instruct-v0.1:46_7:ggufv2:Q5_K_M,3.0,12.0,0.25,5 llama-2-chat:70:ggufv2:Q4_K_M,3.0,12.0,0.25,5 mistral-instruct-v0.2:7:ggufv2:Q6_K,0.0,12.0,0.0,5 +llama-3-instruct:8:ggufv2:Q6_K,0.0,12.0,0.0,5 llama-3-instruct:8:ggufv2:Q8_0,0.0,12.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q2_K,0.0,12.0,0.0,5 mistral-instruct-v0.2:7:ggufv2:Q3_K_M,0.0,12.0,0.0,5 @@ -36,10 +37,10 @@ code-llama-instruct:13:ggufv2:Q6_K,0.0,12.0,0.0,5 code-llama-instruct:13:ggufv2:Q5_K_M,0.0,12.0,0.0,5 code-llama-instruct:13:ggufv2:Q4_K_M,0.0,12.0,0.0,5 code-llama-instruct:13:ggufv2:Q3_K_M,0.0,12.0,0.0,5 -llama-3-instruct:8:ggufv2:Q6_K,0.0,12.0,0.0,5 +llama-3-instruct:8:ggufv2:Q5_K_M,0.0,12.0,0.0,5 llama-2-chat:7:ggufv2:Q5_K_M,0.0,12.0,0.0,5 llama-2-chat:7:ggufv2:Q8_0,0.0,12.0,0.0,5 -llama-2-chat:13:ggufv2:Q3_K_M,0.0,12.0,0.0,5 +llama-2-chat:7:ggufv2:Q6_K,0.0,12.0,0.0,5 code-llama-instruct:7:ggufv2:Q4_K_M,0.0,12.0,0.0,5 code-llama-instruct:7:ggufv2:Q5_K_M,0.0,12.0,0.0,5 code-llama-instruct:7:ggufv2:Q6_K,0.0,12.0,0.0,5 @@ -47,9 +48,10 @@ code-llama-instruct:7:ggufv2:Q8_0,0.0,12.0,0.0,5 code-llama-instruct:34:ggufv2:Q6_K,0.0,12.0,0.0,5 code-llama-instruct:34:ggufv2:Q5_K_M,0.0,12.0,0.0,5 code-llama-instruct:34:ggufv2:Q4_K_M,0.0,12.0,0.0,5 +gpt-4o-2024-05-13,0.0,12.0,0.0,5 llama-2-chat:13:ggufv2:Q2_K,0.0,12.0,0.0,5 +llama-2-chat:13:ggufv2:Q3_K_M,0.0,12.0,0.0,5 llama-2-chat:13:ggufv2:Q4_K_M,0.0,12.0,0.0,5 -llama-2-chat:7:ggufv2:Q6_K,0.0,12.0,0.0,5 llama-2-chat:13:ggufv2:Q5_K_M,0.0,12.0,0.0,5 llama-2-chat:13:ggufv2:Q6_K,0.0,12.0,0.0,5 llama-2-chat:13:ggufv2:Q8_0,0.0,12.0,0.0,5 diff --git a/benchmark/results/processed/sourcedata_info_extraction.csv b/benchmark/results/processed/sourcedata_info_extraction.csv index 0543559d..43d6e72a 100644 --- a/benchmark/results/processed/sourcedata_info_extraction.csv +++ b/benchmark/results/processed/sourcedata_info_extraction.csv @@ -1,12 +1,43 @@ Full model name,Score achieved,Score possible,Accuracy,Iterations gpt-4-0125-preview,68.28081667873946,99.0,0.6897052189771662,5 gpt-4-0613,66.22137714622475,99.0,0.6689027994568157,5 +gpt-4o-2024-05-13,64.74068171431274,99.0,0.6539462799425529,5 +openhermes-2.5:7:ggufv2:Q6_K,61.29755041727931,99.0,0.6191671759321142,5 +openhermes-2.5:7:ggufv2:Q8_0,59.482039120353356,99.0,0.6008286779833673,5 openhermes-2.5:7:ggufv2:Q4_K_M,59.1308502977651,99.0,0.5972813161390415,5 +openhermes-2.5:7:ggufv2:Q5_K_M,57.41171469438949,99.0,0.5799163100443383,5 gpt-3.5-turbo-0613,56.96276507493527,99.0,0.5753814654033865,5 +openhermes-2.5:7:ggufv2:Q3_K_M,54.894273531311434,99.0,0.5544876114273882,5 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