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태그: calibration
7건의 항목
2026년 6월 04일
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations
paper
LLM
hallucination
calibration
representation-engineering
verbal-uncertainty
inference-time-intervention
linear-feature
theory
2026년 6월 04일
Cognitive Dissonance - Why Do Language Model Outputs Disagree with Internal Representations of Truthfulness
paper/theory
LLM
interpretability
truthfulness
probing
calibration
deception
safety
EMNLP2024
2026년 6월 04일
Epistemic AI is Essential for ML Models to Truly Know When They Dont Know
paper/theory
uncertainty
epistemic-ai
credal-set
random-set
dempster-shafer
OOD
calibration
self-knowledge
imprecise-probability
2026년 6월 04일
On Verbalized Confidence Scores for LLMs
llm
uncertainty-quantification
calibration
verbalized-confidence
prompting
self-knowledge
metacognition
trustworthy-ai
black-box-uq
benchmark
2026년 6월 04일
Teaching LLMs to Abstain across Languages via Multilingual Feedback
multilingual
abstention
LLM-safety
fairness
calibration
cross-lingual
EMNLP2024
knowledge-boundary
self-reflection
training
2026년 6월 04일
Thinking Faithful and Stable - Mitigating Hallucinations in LLMs via Internal Consistency
LLM
hallucination
faithfulness
self-consistency
calibration
RLHF
reasoning
uncertainty
theory
arxiv-2511-15921
2026년 6월 04일
Uncertainty-Based Abstention in LLMs Improves Safety
paper
LLM
uncertainty
abstention
safety
hallucination
calibration
selective-prediction
trustworthy-AI
metacognition
training