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Improve citation mapping with systematic algorithm and confidence scoring #37

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Merged
agamm merged 5 commits into from
Aug 20, 2025
Merged

Improve citation mapping with systematic algorithm and confidence scoring #37

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4a0eac0
Better citation mapping
agamm Aug 20, 2025
796d562
Fix mapping issues
agamm Aug 20, 2025
45b3bba
Bump version to 0.4.7
agamm Aug 20, 2025
eb6f61a
Update uv.lock
agamm Aug 20, 2025
4230eef
Optimize citation mapping performance and code organization
agamm Aug 20, 2025
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18 changes: 11 additions & 7 deletions batchata/core/job_result.py
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Original file line number Diff line number Diff line change
Expand Up @@ -28,7 +28,7 @@ class JobResult:
raw_response: Optional[str] = None # Raw text response (None for failed jobs)
parsed_response: Optional[Union[BaseModel, Dict]] = None # Structured output or error dict
citations: Optional[List[Citation]] = None # Extracted citations
citation_mappings: Optional[Dict[str, List[Citation]]] = None # Field -> citations mapping
citation_mappings: Optional[Dict[str, List[Citation]]] = None # Field -> citation mappings with confidence
input_tokens: int = 0
output_tokens: int = 0
cost_usd: float = 0.0
Expand Down Expand Up @@ -62,11 +62,13 @@ def to_dict(self) -> Dict[str, Any]:
if self.citation_mappings:
citation_mappings = {
field: [{
'text': c.text,
'source': c.source,
'page': c.page,
'metadata': c.metadata
} for c in citations]
'text': citation.text,
'source': citation.source,
'page': citation.page,
'metadata': citation.metadata,
'confidence': citation.confidence,
'match_reason': citation.match_reason
} for citation in citations]
for field, citations in self.citation_mappings.items()
}

Expand All @@ -78,7 +80,9 @@ def to_dict(self) -> Dict[str, Any]:
'text': c.text,
'source': c.source,
'page': c.page,
'metadata': c.metadata
'metadata': c.metadata,
'confidence': c.confidence,
'match_reason': c.match_reason
} for c in self.citations] if self.citations else None,
"citation_mappings": citation_mappings,
"input_tokens": self.input_tokens,
Expand Down
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