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Benchmarking Project · Python

swarm-lineage

What it is

The repository provides a pipeline for forensic analysis of agent swarm text to detect copy direction and coordinated agents, implementing near-duplicate detection, clustering, lineage inference, and evaluation with pre-registered experiments.

Scored at1ec36ab9 Nov 2026Changes since

Merit describes the code at this commit. Later pushes count once the owner rescans. How merit is scored

Where it counts

  • Data Science60%
  • Machine Learning30%
  • NLP & LLMs20%
  • AI Agents10%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

What the judge found

Read from the project's code at its scored commit.

Strengths4

  • Comprehensive pipeline covering data acquisition, near-duplicate detection, clustering, lineage inference, and rigorous evaluation.
  • Well-documented preprocessing and experimentation steps with clear instructions for running the frozen pipelines on new corpora.
  • Use of appropriate and efficient algorithms (MinHash/LSH for duplicate detection, union-find for clustering) and statistically sound evaluation methods (bootstrapping, cluster-aware metrics).
  • Pre-registered experiments and hypothesis-driven approach, enhancing the credibility of the findings.

Limitations

The owner keeps this project's limitations private.

Around it on the Data Science board

Whole board
  1. 04, shared rankhindsightAI Developer Tool · Python58.4/100AdvancedLindsey Catlett
  2. 04, shared rankSkinLeisonMLDataset / Data Pipeline · Jupyter Notebook58.4/100AdvancedDaffa
  3. 07swarm-lineageBenchmarking Project · Python57.7/100ImplementationMohammad Ahmadullah Khan
  4. 08bellapyLibrary / Framework · Python54.1/100ImplementationRick
  5. 09ProductHunt-TopLLM-Picks-for-2026Dataset / Data Pipeline35.6/100ExplorationPop Alexandru

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