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v2026.5.19

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@aritraroy24 aritraroy24 released this 20 May 00:08
· 24 commits to main since this release

Added

  • Added SCIENCEDIRECT_INSTTOKEN environment variable support in ElsevierArticleProcessor for off-campus remote access to subscription-based Elsevier articles and figures. When set, the token is sent as the X-ELS-Insttoken header in all ScienceDirect API requests and figure downloads. The variable is optional; omitting it does not affect on-campus access.

  • New value_error_thresholds parameter added to both evaluate_semantic() and evaluate_agentic() for range-based absolute error tolerances on numeric property value comparisons:

    • Accepts a dict mapping (min, max) tuples to absolute error thresholds. Ranges are interpreted as layers: the narrowest range containing the ground-truth value determines the tolerance. For example, (-150, 150): 1 applies only to values in (-150, -50) and (50, 150) when (-50, 50): 0.5 is also present — no need for separate positive/negative sub-ranges. Tuple element order is irrelevant: (-150, 150) and (150, -150) are equivalent. Values outside all configured ranges fall back to exact comparison.

    • Semantic evaluation: handled inside _is_value_in_range() via the new _get_error_threshold() helper in MaterialsDataSemanticEvaluator.

    • Agentic evaluation: a new GetValueErrorThresholdTool (CrewAI BaseTool) is added to the composition evaluator agent when thresholds are configured. The agent calls this tool with the reference value to retrieve the tolerance before deciding on each numeric match. No tool is added and no prompt changes are made when no thresholds are provided.

  • Exposed value_error_thresholds in public evaluation methods: ComProScanner.evaluate_semantic(), ComProScanner.evaluate_agentic(), comproscanner.evaluate_semantic(), and comproscanner.evaluate_agentic().

  • VLM-based graph data extraction added across all publishers and PDF processors:

    • New GraphExtractorTool — a CrewAI agent tool that reads saved figures for a given DOI and uses a vision LLM to extract composition-property value pairs from graphs and charts. Default VLM: gemini/gemini-3-flash-preview.

    • New FigureExtractor utility — shared helper for caption keyword-based figure filtering and saving, used by all article processors.

    • New main_figure_keywords parameter in process_articles() and extract_composition_property_data(), and new vlm_model and related_figures_base_path parameters in extract_composition_property_data().

  • New unit tests added for all three agent tools in tests/test_agent_tools/.

  • Added save_failed_pdf_report and failed_pdf_report_path to process_articles(), with filename-derived DOI validation and failed-PDF reporting for local PDF workflows.

  • Added save_failed_automated_report and failed_automated_report_path to process_articles() for automated publisher sources (Elsevier, Springer Nature, IOP, Wiley), mirroring the existing PDF failure report. Failed articles are written as tab-separated doi, publisher, reason entries to results/failed_automated_articles.txt by default.

  • Added image-aware fallback in DataExtractionFlow.identify_materials_data_presence():

    • The Materials Data Identifier still runs text RAG first.
    • If RAG returns no, the flow now checks saved DOI figures with VLM and upgrades the decision to yes when relevant graph/figure evidence is found (including doping concentration vs property plots where full formulas are absent).
  • Added is_store_unresolved_compositions and unresolved_compositions_file parameters to clean_data() to optionally log split composition-property resolution statistics (source, filtered, unresolved, resolved counts) and persist filtered and unresolved composition keys in a JSON file keyed by DOI under "filtered" and "unresolved" top-level keys.

  • Added explicit Equation Tool model control:

    • New equation_model parameter in extract_composition_property_data() (threaded through DataExtractionFlow and CompositionExtractionCrew into EquationTool).
    • EquationTool model precedence is now: equation_model argument -> API-key-based auto-selection.
  • Clarified Equation Tool instruction customization in extraction docs and API:

    • formula_instruction remains available in extract_composition_property_data() for domain-specific formula-derivation guidance, while preserving the built-in default instruction when unset.

Changed

  • Versioning scheme migrated from Semantic Versioning (SemVer) to Calendar Versioning (CalVer) using the YYYY.MM.DD format. Starting from this release, version numbers reflect the release date rather than an incrementing major/minor/patch scheme.

Fixed

  • _parse_json_output() now recovers JSON from mixed-text crew outputs (e.g. Thought: … { "json": "here" }) by scanning for the first { / [ and last } / ] and retrying json.loads() on the extracted substring, before falling back to ast.literal_eval().

  • Composition formatter agent now verifies MaterialParserTool output for incomplete variable substitution (e.g. (1-x-y) partially resolved as (0.9-0.010)) and overrides with the correct fully-substituted BODMAS expression when the tool is wrong.

  • process_articles() now routes user-provided doi_list by general_publisher from metadata and sends each DOI only to its matching source processor.

  • PNG, GIF, and WEBP figures now convert correctly to JPEG: transparent images are composited onto a white background, animated GIFs are pinned to frame 0, and two additional Springer Nature CDN URL patterns are tried to improve download success for these formats.

  • Added and updated tests for new extraction-flow behavior:

    • EquationTool model selection tests now cover explicit arg override, env override, and updated model defaults.
    • DataExtractionFlow tests now cover figure-based materials-data fallback and equation_model forwarding into CompositionExtractionCrew.

Full Changelog: v0.1.6...v2026.5.19