fangqian616 / consensus-pipeline
Multi-agent department framework for long-form complex tasks, fighting AI hallucination, validated on academic research. 共识管线：多智能体部门长线任务解决框架，对抗AI幻觉，以学术研究为验证场景。
Why this job: says: multi agent; topics: multi-agent
What it does
- Multi-Source Paper Search & 3-Layer QC. Queries OpenAlex + Semantic Scholar + arXiv with automatic deduplication, followed by a hard_filter → LLM_classify → tag_layer sieve (~65% off-topic exclusion rate).
- 11-Department Adversarial Debate. 2–4 specialized debaters per department with cross-department consensus handoff (eliminating isolated debate silos) and dynamic convergence ($CV$ + Kendall's $W$).
- Per-Claim Confidence & Faithful Paraphrase. Every conclusion is tagged with supporting paper counts; strict transcription rules prevent fabricated data levels or mechanism directions.
- Two-Stage NLI Citation Verification. Every claim is checked against retrieved abstracts and full texts, explicitly distinguishing citation mismatch (⚠️ wrong paper) from overstatement (✂️ wording too strong) while excluding unverifiable cl
- Full-Text Breakpoint & Multi-Format Export. Auto-fetches OA full texts (Unpaywall/S2/OpenAlex), pauses at Phase 5.5 for interactive paywalled PDF supplementation, and exports bilingual reports (Markdown / DOCX / PDF) plus runnable Python c
Get started
git clone --depth 1 https://github.com/fangqian616/consensus-pipeline.git
npx -p @deepseek-ai/dsh dsh plugin --profile web add file:./consensus-pipeline/dsh-plugin You need: Runtime: Python 3.10+ (3.11+ recommended), git, internet access (no GPU or local database needed).; Environment Variables:
- Maintenance
- Active
- Last commit 2 days ago
- Stars
- 120
- On GitHub
- Licence
- MIT
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- v0.12.18
- Released 3 months ago
- Built with
- Python
- 94% of the code
Is it looked after?
- Contributors
- 1
- Last 90 days
- Issues
- 0% closed
- 1 still open
- Pull requests
- 0 merged
- 0 waiting
- Releases
- 8
- 8 in the last year
- No contributing guide
- No security policy
- No code of conduct
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More: languages, topics and project record
Languages
- Python 94%
- JavaScript 3%
- HTML 2%
- PowerShell <1%
Topics
- academic-research
- consensus-pipeline
- deepseek-harness
- deepseek-harness-plugin
- deepseek-harness-plugins
- dsh-plugin
- dsh-plugins
- literature-review
- llm
- multi-agent
- multi-agent-debate
- python
Project record
- JobAgent frameworks
- StatusListed
- Commits333
- Forks13
- Watching6
- Stars in 28 days+2
- CreatedJul 16, 2026
- First seen by usNov 7, 2026
- CheckedNov 9, 2026