Crowdsourced Triplet Similarity Comparisons 2021
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Oct 14, 2021
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label-aggregation
Here are 4 public repositories matching this topic...
Dawid-Skene consensus for multi-agent and multi-LLM disagreement: learn each agent's reliability and the true answer with calibrated confidence. Zero dependencies, node-free, TypeScript-first.
nodejs typescript mcp voting reliability consensus multi-agent calibration openai bayesian zero-dependency confusion-matrix agents em-algorithm dawid-skene label-aggregation anthropic llm-as-judge hallucination-mitigation crowd-aggregation
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Jun 24, 2026 - TypeScript
Multi-Agent Reinforcement Learning framework for collaborative label aggregation on noisy classification datasets. Includes DQN agents, Gym-style environment, evaluation tools, and majority-voting baseline.
reinforcement-learning pytorch weak-supervision dqn multi-agent-systems data-annotation multi-agent-reinforcement-learning noisy-labels majority-voting label-aggregation cooperative-learning label-consensus crowdsourced-labels
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Aug 3, 2025 - Python
All-inclusive aggregation rule for multi-label speech emotion recognition: keep every annotator rating instead of collapsing to a consensus label (IEEE SLT 2024)
multi-label-classification affective-computing speech-emotion-recognition wav2vec2 label-aggregation annotator-disagreement
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Jul 27, 2026 - Python
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