v0.7.1 — Academic Pipeline Production Release
🔬 v0.7.1 — Academic Pipeline Production Release
Major Features
- QC Department (3-layer filter): hard_filter → LLM_classify → tag_layer. Reduced 219 retrieved papers to 77 relevant ones (64% exclusion rate, 0% off-topic in output)
- Dynamic Domain Config: LLM generates domain-specific exclusion signals, query rotation, and tier definitions. Change topic without code changes.
- Citation Validation: Auto-verify all
[N]references against CSV; remove dangling citations - Confidence Annotation: Every conclusion tagged with
(N/M papers, confidence level)— no more unsupported claims - OpenAlex Priority: Abstract backfill uses OpenAlex first (no 429 rate limits), falls back to Semantic Scholar
Quality Metrics vs Legacy Version
| Metric | Legacy | v0.7.1 |
|---|---|---|
| Off-topic papers in output | 49/56 (88%) | 0/77 (0%) |
| Placeholder citations | Multiple | 0 |
| Dangling references | Present | 0 |
| Confidence annotations | 0 | 15 |
| Domain switchability | Hardcoded | Dynamic |
| Self-evaluation score | 4.8/10 | 7.4/10 |
Bug Fixes
- Fixed debater protection in Phase 5 — debaters no longer skip turns
- Fixed
roundsparameter — multi-round debates now work correctly - Fixed cross_validator in Phase 6 — no more empty validation passes
- Removed 5 Chinese residuals in codebase comments and print statements
Migration Note
Version numbering changed from v5.x to v0.7.x to better reflect project maturity. All v3.0–v5.1.8 releases are legacy and have been archived.