technique
Soft Label Supervision
techniqueactiveprovisional
soft-label-supervision-aab6d96e·1 events·first seen 16d agoAliases: Soft Label Supervision
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soft-label learningScaling LLM Reasoning from Minimal Labels: A Semi-Supervised Framework with a Lightweight Verifierprocess supervisionSelf-Supervised LearningBlock-Compositional Caption Supervisionoutcome supervisionsupervised fine-tuningDecisive-Token Supervisionscalable oversightweakly supervised anomaly detectionStratified Out-of-Fold Teacher LabelingSupervised Semantic Differential
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Disagreeing Rationales: Rethinking Classification and Explainability Evaluation in Hate Speech Detection
This paper investigates human disagreement in token-level rationale annotations for hate speech detection, a dimension less studied than label disagreement. The authors unify diverse models, training strategies, loss functions, and evaluation metrics under a single protocol, systematically comparing hard and soft label/rationale representation spaces. Results show that both hard and soft metrics favor softer representations, suggesting that soft supervision better captures human reasoning variation in subjective NLP tasks. The work calls for rethinking evaluation frameworks for classification and explainability in subjective NLP.