Source Code for "MNCCAM: A Unified Visual Explanation Framework via Dual-Path Noise-Contrastive Probing and Tri-Stage Weight Refinement
Research Digest organizes records from OpenAlex API and arXiv API and Crossref REST API into a static table for transparent comparison. It preserves official source links and dates, marks missing enrichment, and adds deterministic grouping, change, recency, trend, or significance fields only where the documented inputs support them, without recommendations or unsupported claims.