v0.4.1

0.4.1 (2025-12-15)

Features

• add deepseek timeout argument to command line interface and update default timeout in configuration (792db2e)
• add DuckDB badge to README for analytics support (89ccb7d)
• add initial paper.tex and README.json files for document retrieval project (f9ab6c3)
• add max_workers argument for parallel processing in benchmark and OCR endpoints (6ff5678)
• add performance evaluation figures and token savings analysis to paper.tex (0365dfc)
• add script to generate comparative benchmark charts for the paper (db78acd)
• add support for local Tomoro ColQwen embedding models and environment configuration (2bd70be)
• update figures in paper; replace category performance chart and add new token comparison and radar charts (4d0acba)
• update paper.tex for clarity and precision; refine model descriptions and improve token efficiency analysis (9c2b32e)
• update performance metrics and token savings in paper.tex; add new figures for category performance and token savings (ac0e2cf)
• update README and documentation with patch-to-region relevance propagation details; add new logo images (6a07e36)
• update version to 0.4.0 across manifest and package files (82a4451)

Bug Fixes

• add error analysis and qualitative examples sections to paper.tex; include heatmap visualizations for improved clarity on model performance (80e2829)
• correct formatting of numbers and improve clarity in paper sections (4eef3b1)
• correct similarity map orientation handling in _stack_patch_scores function (d40c134)
• enhance clarity in paper.tex; refine descriptions of ColPali and its family models (516ffac)
• enhance clarity in paper.tex; refine RegionRAG comparison and highlight differences in approach (a2a747d)
• enhance clarity in paper.tex; refine Snappy system architecture description and improve query processing details (4eecf62)
• enhance clarity in paper.tex; refine two-stage retrieval architecture description and remove redundant information (2bcb4df)
• enhance paper.tex by adding visualizations for IoU thresholds, token usage, and category IoU distribution; adjust figure widths for improved clarity (a70afdb)
• enhance similarity map handling in _stack_patch_scores function for ColPali and ColQwen formats (d521423)
• improve clarity and conciseness in paper.tex; refine model evaluation results and add threshold selection section (584c133)
• improve clarity and precision in paper content and formatting (f18dc8a)
• improve clarity in paper.tex; refine signal-to-noise ratio discussion and context token savings explanation (c7f9fb3)
• update abstract and results sections for clarity; refine terminology to emphasize area efficiency metrics (c44c1ad)
• update author name in paper title and author section (8a7ed94)
• update eess metrics in paper.tex to correct IoU values for improved accuracy (5dac0fd)
• update IoU box plot sorting to prioritize ColQwen3-4B for consistency with Table 4; replace outdated figure (865a7d6)
• update Next.js and related dependencies to version 16.0.7 (d48e49b)
• update paper.tex and benchmark scripts for clarity and accuracy; reorder model configurations (31e97ea)
• update paper.tex to clarify the abstract and improve the description of the hybrid architecture; enhance details on evaluation metrics and model configurations (9614883)
• update paper.tex to enhance clarity and improve precision and signal-to-noise ratio sections; adjust figure widths for better presentation (934637a)
• update paper.tex to improve section references and enhance clarity; add cleveref package for better cross-referencing (2c5388b)
• update references and improve clarity in paper.tex; enhance descriptions of ColPali-family models and architectural differences (a2e3987)
• update section references and improve clarity in paper.pdf; refine model evaluation results and threshold selection discussion (8bb859b)
• update theoretical analysis and error analysis sections for clarity; adjust area efficiency metrics and refine localization failure categorization (d0cd843)

Code Refactoring

• remove environment type configuration and related comments (3aa6620)
• remove hit IoU threshold argument from command line interface and related configurations (91c6fae)