Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models | Paper Citation Record

Observation 18d5c70a-b7a0-47e1-96c4-b420f8693394 · inbound

Guiding Reinforcement Learning Using Uncertainty-Aware Large Language Models cites this paper.

Guiding Reinforcement Learning Using Uncertainty-Aware Large Language Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 21

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Understanding the Fundamental Design Decisions of Retrieval-Augmented Generation Systems cites this paper.

Understanding the Fundamental Design Decisions of Retrieval-Augmented Generation Systems Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 23

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VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding cites this paper.

VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 20

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CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model cites this paper.

CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 47

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A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions cites this paper.

A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 84

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Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation cites this paper.

Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 10

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Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization cites this paper.

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 9

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Observation 3f6f6ccc-3a78-4c15-a236-945adbca0013 · inbound

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models cites this paper.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 10

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A Survey of Calibration Process for Black-Box LLMs cites this paper.

A Survey of Calibration Process for Black-Box LLMs Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 6

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Observation e1bfd33f-a38e-4611-8557-d4475653a059 · inbound

Context-DPO: Aligning Language Models for Context-Faithfulness cites this paper.

Context-DPO: Aligning Language Models for Context-Faithfulness Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 16

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Observation 6a926dca-db7b-4f53-b51f-3ff96a785a23 · inbound

Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models cites this paper.

Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 19

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Observation 94ef8d93-cf8c-4978-8c1e-16a2e55e7323 · inbound

Decoding Knowledge in Large Language Models: A Framework for Categorization and Comprehension cites this paper.

Decoding Knowledge in Large Language Models: A Framework for Categorization and Comprehension Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 8

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Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection cites this paper.

Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 17

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Correctness Assessment of Code Generated by Large Language Models Using Internal Representations cites this paper.

Correctness Assessment of Code Generated by Large Language Models Using Internal Representations Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 74

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Observation d61e38a5-dee2-4724-b913-3c5a57d5f793 · inbound

Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning cites this paper.

Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 8

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Observation 8c9985b1-0ac7-42d2-844b-922eff5d1786 · inbound

Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization cites this paper.

Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 18

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Observation 04ce6625-c5ca-406c-8ae8-a880fa4b2be6 · inbound

Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR cites this paper.

Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-22T20:32:04.647581Z

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Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research cites this paper.

Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 39

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Observation 64c5cf64-ab12-424c-af3b-0b74fc54992f · inbound

Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission cites this paper.

Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 33

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Observation 912e6fa5-4b63-4d10-a79b-15e3f1ec704c · inbound

Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG cites this paper.

Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 4

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Observation 17d49396-5d55-4116-ab29-06355a8eb962 · inbound

Is Your Model Fairly Certain? Uncertainty-Aware Fairness Evaluation for LLMs cites this paper.

Is Your Model Fairly Certain? Uncertainty-Aware Fairness Evaluation for LLMs Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 32

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Observation d542e00c-9b25-4a32-b4d7-fc025e8ed3db · inbound

HD-NDEs: Neural Differential Equations for Hallucination Detection in LLMs cites this paper.

HD-NDEs: Neural Differential Equations for Hallucination Detection in LLMs Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 18

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Observation 28f84359-f68c-4e41-9021-fb91d2fd62d0 · inbound

Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution's Characteristics cites this paper.

Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution's Characteristics Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 7

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Observation c4ad12f7-8bf7-4960-95b9-1f84ea729238 · inbound

ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation cites this paper.

ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 11

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Representations of Fact, Fiction and Forecast in Large Language Models: Epistemics and Attitudes cites this paper.

Representations of Fact, Fiction and Forecast in Large Language Models: Epistemics and Attitudes Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 34

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Shaking to Reveal: Perturbation-Based Detection of LLM Hallucinations cites this paper.

Shaking to Reveal: Perturbation-Based Detection of LLM Hallucinations Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 64

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TRUST: Test-time Resource Utilization for Superior Trustworthiness cites this paper.

TRUST: Test-time Resource Utilization for Superior Trustworthiness Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 22

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Observation 9c9091df-21bc-44f1-a16e-b58d8e39e683 · inbound

Controlling Context: Generative AI at Work in Integrated Circuit Design and Other High-Precision Domains cites this paper.

Controlling Context: Generative AI at Work in Integrated Circuit Design and Other High-Precision Domains Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 81

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WebSailor: Navigating Super-human Reasoning for Web Agent cites this paper.

WebSailor: Navigating Super-human Reasoning for Web Agent Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 9

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Toward Better Generalisation in Uncertainty Estimators: Leveraging Data-Agnostic Features cites this paper.

Toward Better Generalisation in Uncertainty Estimators: Leveraging Data-Agnostic Features Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 11

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Evaluating Uncertainty and Quality of Visual Language Action-enabled Robots cites this paper.

Evaluating Uncertainty and Quality of Visual Language Action-enabled Robots Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 50

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Observation c10d5dda-f7ac-43e2-a2b4-7efd07fc44ed · inbound

Confidence Estimation for Text-to-SQL in Large Language Models cites this paper.

Confidence Estimation for Text-to-SQL in Large Language Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 19

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Observation c4be402b-50d1-4e14-a95d-45d5e84071d3 · inbound

Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? cites this paper.

Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 2023

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Observation 7d51c7d5-ae77-44e2-81ab-67c99bb17bdb · inbound

Neural Message-Passing on Attention Graphs for Hallucination Detection cites this paper.

Neural Message-Passing on Attention Graphs for Hallucination Detection Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 20

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Robometer: Scaling General-Purpose Robotic Reward Models via Trajectory Comparisons cites this paper.

Robometer: Scaling General-Purpose Robotic Reward Models via Trajectory Comparisons Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 135

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Context Collapse: Barriers to Adoption for Generative AI in Workplace Settings cites this paper.

Context Collapse: Barriers to Adoption for Generative AI in Workplace Settings Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:35:52.626262Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 059fdd2b-d15a-48aa-8081-7743fdbbdb19 · inbound

Confident in a Confidence Score: Investigating the Sensitivity of Confidence Scores to Supervised Fine-Tuning cites this paper.

Confident in a Confidence Score: Investigating the Sensitivity of Confidence Scores to Supervised Fine-Tuning Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 9

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation af56679e-e846-44ab-b471-5b935ea7a7e7 · inbound

Learning Uncertainty from Sequential Internal Dispersion in Large Language Models cites this paper.

Learning Uncertainty from Sequential Internal Dispersion in Large Language Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 18

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Observation 5af0c885-79f7-496c-8cda-771cc62f48a1 · inbound

Temporal Difference Calibration in Sequential Tasks: Application to Vision-Language-Action Models cites this paper.

Temporal Difference Calibration in Sequential Tasks: Application to Vision-Language-Action Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 54

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Observation 55461839-1c00-4185-a985-8a35556bab5b · inbound

LLMs Uncertainty Quantification via Adaptive Conformal Semantic Entropy cites this paper.

LLMs Uncertainty Quantification via Adaptive Conformal Semantic Entropy Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:11:09.088849Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 421a65a4-8441-4e51-9d2d-4ca75d8643c0 · inbound

LLMs Uncertainty Quantification via Adaptive Conformal Semantic Entropy cites this paper.

LLMs Uncertainty Quantification via Adaptive Conformal Semantic Entropy Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:15:46.007360Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1c2e9598-9e4a-4827-9ff7-6154ca08132c · inbound

BackFlush: Knowledge-Free Backdoor Detection and Elimination with Watermark Preservation in Large Language Models cites this paper.

BackFlush: Knowledge-Free Backdoor Detection and Elimination with Watermark Preservation in Large Language Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:02:58.950282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b33281b2-b7f2-4022-a514-287aa102cfde · inbound

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming cites this paper.

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T09:14:45.421169Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 88a04825-f6ac-45a1-8a0f-92b8eb30babd · inbound

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming cites this paper.

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T16:54:58.773116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9175b8aa-0484-45f1-8a12-dd820e23d6d1 · inbound

MultiHaluDet: Multilingual Hallucination Detection via LLM Hidden State Probing cites this paper.

MultiHaluDet: Multilingual Hallucination Detection via LLM Hidden State Probing Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T12:34:38.667568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 81b8b31d-b857-49d0-b3eb-435b291e0f35 · inbound

Entropy Distribution as a Fingerprint for Hallucinations in Generative Models cites this paper.

Entropy Distribution as a Fingerprint for Hallucinations in Generative Models Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:13:26.691322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 83e58d2a-d1e9-492f-84ad-6cc08aeaebf8 · inbound

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots cites this paper.

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:26:46.219869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation caa66479-c02b-41e8-92a3-5e8caa048f64 · inbound

ConSteer-RL: Steering Reasoning Capabilities in Large Language Models via Confidence-Aware Reinforcement Learning cites this paper.

ConSteer-RL: Steering Reasoning Capabilities in Large Language Models via Confidence-Aware Reinforcement Learning Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T21:07:23.911497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7e6d11a9-b4e3-459f-876b-d040a43650e3 · inbound

Quantifying Consistency in LLM Logical Reasoning via Structural Uncertainty cites this paper.

Quantifying Consistency in LLM Logical Reasoning via Structural Uncertainty Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-03T18:08:46.637567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 68dbbede-f71e-4aa9-89a7-9fe7717fcaf9 · inbound

The "I Don't Know" Filter: Enhancing Agentic Reliability in Function Calling cites this paper.

The "I Don't Know" Filter: Enhancing Agentic Reliability in Function Calling Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T22:10:22.729188Z

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Observation e2804edd-e922-46dc-b696-e9411f01a820 · inbound

Hallucination Detection in Large Language Models Using Diversion Decoding cites this paper.

Hallucination Detection in Large Language Models Using Diversion Decoding Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-14T11:26:23.545785Z

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SAFECAST: Robust Failure Detection for VLA Policies with Contrast-Set Training and Calibration cites this paper.

SAFECAST: Robust Failure Detection for VLA Policies with Contrast-Set Training and Calibration Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 37

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From token probabilities to calibrated confidence: An empirical study of mathematical question answering cites this paper.

From token probabilities to calibrated confidence: An empirical study of mathematical question answering Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models

Reference 41

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