conftrace_

abstention mechanism

10 papers

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Co-occurring keywords

classification with rejection (6) selective prediction (43) financial trend prediction (2) abstention (1) financial time series (11) trend prediction (5) label efficiency (31) low-resource language (2273) knowledge graph (1837) hidden markov model (302)

Papers

Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty EACL 2026

Generalizing Abstention for Noise-Robust Learning in Medical Image Segmentation MIDL 2026

When to Speak, When to Abstain: Contrastive Decoding with Abstention ACL 2025

KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages AACL 2025

R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs IJCNLP 2025

Selective Temporal Knowledge Graph Reasoning COLING 2024

RISE: Robust Early-exiting Internal Classifiers for Suicide Risk Evaluation COLING 2024

Exponential savings in agnostic active learning through abstention COLT 2021

Agnostic Selective Classification NIPS 2011

Selective Prediction of Financial Trends with Hidden Markov Models NIPS 2011