Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing | Paper Citation Record

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing A theoretical study on bridging internal probability and self-consistency for

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the AAAI Conference on Artificial Intelligence , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing International Conference on Learning Representations , year=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Advances in neural information processing systems , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Advances in Neural Information Processing Systems , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing International conference on learning representations , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Advances in neural information processing systems , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the AAAI Conference on Artificial Intelligence , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Findings of the Association for Computational Linguistics: NAACL 2024 , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the 2024 conference of the north American chapter of the association for computational linguistics: human language technologies (volume 1: long papers) , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing International Conference on Learning Representations , year=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Advances in neural information processing systems , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing International Conference on Machine Learning , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing ACM transactions on information systems , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Editing models with task arithmetic , booktitle =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing International conference on machine learning , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Advances in neural information processing systems , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing International Conference on Learning Representations , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing See https://vicuna

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing International Conference on Learning Representations , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Advances in Neural Information Processing Systems , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Decodingtrust: A comprehensive assessment of trustworthiness in

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Measuring mathematical problem solving with the

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Scientific data , volume=

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , year =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Bowman and Kyunghyun Cho , title =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Nature , volume =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing and Dasgupta, Ishita and Chan, Stephanie C

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing A Looming Replication Crisis in Evaluating Behavior in Language Models? Evidence and Solutions , journal =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference , booktitle =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing CoRR , volume =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing CoRR , volume =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing 2025 , eprint =

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing How Language Models Conflate Logical Validity with Plausibility: A Representational Analysis of Content Effects

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Bowman, and Kyunghyun Cho

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Training Verifiers to Solve Math Word Problems

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Language models show human-like content effects on reasoning tasks

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Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

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Observation 18d3a811-828d-4d84-87e4-123eb4d0b438 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.944022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 709590ad-6370-481a-a663-251ad2cd52a3 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.889585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0e1d7c5c-a518-4588-84b9-23798b2eab1b · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.825790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2417c61b-f0e3-479e-a674-cc7d9db96523 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.027401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc43e5d-bfb3-452b-acb9-7ee0ad3e7132 · outbound

This paper cites Mistral 7B.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Mistral 7B

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.051073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c233d67-9e3e-42d1-a788-9db6415a7453 · outbound

This paper cites Language Models (Mostly) Know What They Know.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Language Models (Mostly) Know What They Know

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.072674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a423860e-33ad-4e7e-979e-8e2a207aef9a · outbound

This paper cites Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.133626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06450b15-ec85-4e10-bb5b-cfc1138584e7 · outbound

This paper cites Reasoning or Fluency? Dissecting Probabilistic Confidence in Best-of-N Selection.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Reasoning or Fluency? Dissecting Probabilistic Confidence in Best-of-N Selection

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:38:33.518993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2e681953-69d4-4851-8126-a1631c27b2f1 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.330099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e31ac90c-3ac5-4444-948f-754189f50879 · outbound

This paper cites Lampinen, Ishita Dasgupta, Stephanie C.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Lampinen, Ishita Dasgupta, Stephanie C

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.343158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 244e6e94-a9ed-4caa-afbd-024049176e50 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.347682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5e0488c-4539-4377-9428-bcc5d50653bd · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.671791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 420cc076-7a59-499a-b220-1662578e5aa1 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.627147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 02422e97-4064-482e-8162-ff34073cb61c · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.556499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 128b6240-e075-496e-a23e-78d7d9991da2 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.502874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c15675a-aee9-4556-88d9-62e9c5d1f7ed · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.567621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec8fb98-3329-4271-bf3c-53a322504d2a · outbound

This paper cites Decodable but Not Corrected by Fixed Residual-Stream Linear Steering: Evidence from Medical LLM Failure Regimes.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Decodable but Not Corrected by Fixed Residual-Stream Linear Steering: Evidence from Medical LLM Failure Regimes

Reference 77

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:38:33.225380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f0c6f1ff-5e16-4e2e-acd0-86b3c598d83d · outbound

This paper cites Qwen3 Technical Report.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Qwen3 Technical Report

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.636912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28cebaca-5bab-40d3-bc7c-8b496124eb82 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.275315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 648b2861-71a3-40d1-ace1-763165b75047 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.184832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ecf54294-e05f-4e54-b85b-00f5aecf3017 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:35.113679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4fcaf7e7-116a-48b3-9d2e-ad61251ab37d · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.689968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7ab6a0-5062-4ed2-b58e-2fbcacf7c3c5 · outbound

This paper cites Steering Language Models With Activation Engineering.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Steering Language Models With Activation Engineering

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.696643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1492d38b-3887-4bc8-9618-22c6699ec807 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:34.929810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 63faa26d-508d-4bd6-9986-e8d64ae9d059 · outbound

This paper cites A Looming Replication Crisis in Evaluating Behavior in Language Models? Evidence and Solutions.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing A Looming Replication Crisis in Evaluating Behavior in Language Models? Evidence and Solutions

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.730399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e39b0f66-5fc6-40e3-9335-9f8d55a16d40 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:34.855908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7fe996ed-9fb4-40a2-ab80-dc21d5c04970 · outbound

This paper cites Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.744053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9072a35f-1325-4f40-99b4-b1c204d3bde7 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:34.732289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9ca1744d-069c-49a4-a5be-30b82bed0347 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.753527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f1c5da7-a82d-4b27-ba2e-acabb39ed9a0 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:34.534755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 907080f4-c786-40a8-b30f-698a19c02652 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:34.439030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 116c2d3a-300e-4f3b-ac50-d815ce390565 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.809582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 217820bc-4d53-4456-beaa-17067bde0438 · outbound

This paper cites an unresolved cited work.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:38:34.324606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 802b8c12-7e68-4d05-a3c8-1755677a6618 · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Reproducing and Stress-Testing Two Approaches to LLM Reasoning Reliability: Test-Time Probability Aggregation and Logic-Representation Editing Representation Engineering: A Top-Down Approach to AI Transparency

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-14T04:38:32.919208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers