Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T04:41:10.206696Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2608.05660.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T04:41:10.206696Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
79 of 79 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8722a256-d6e1-4d03-b3a1-c3bc724b99dd · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs arXiv preprint arXiv:2510.15511 , year=
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8aca496-1bc6-42f6-8b86-eb484ed6b9bf · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs International Conference on Learning Representations , volume=
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7737148d-efe5-4364-8fc2-d903f16d21e8 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Steering Language Models With Activation Engineering
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39be1142-bc0a-4fcb-86f4-f1b6d9b94589 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Communications Medicine , volume =
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 687515d4-9cf7-40cf-9c65-4adcc1fa8d38 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2026 , eprint=
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c0f969b6-525d-4fe7-a3e2-376f1db6379c · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 215f3f5e-6896-45b0-8274-72f83ad89594 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24ad5588-7e17-428d-9459-6d884610696e · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Classification Problem Solving
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c0f2d2a-6005-44e9-bf37-37b3918bba86 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs , title =
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ddc980d-e88f-4d2e-825d-661f8ed73943 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs New Ways to Make Microcircuits Smaller---Duplicate Entry
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 064f24a2-a123-44ad-ac1c-3a6e24f4dc68 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Clancey and Glenn Rennels , abstract =
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 675e0696-3857-494a-af56-693caf5126f5 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs and Rennels, Glenn R
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32b7fcf6-2fd4-4da0-a2ba-a659f9c51900 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Poligon: A System for Parallel Problem Solving
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77ea9d49-176c-4aaa-bc51-4cb16d461a77 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Transfer of Rule-Based Expertise through a Tutorial Dialogue
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2740f131-5efb-436a-9230-7bf11fb315f3 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs The Engineering of Qualitative Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da54ddd3-53d1-4a84-8bfa-98fa8a00cdd9 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2023 , eprint=
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d54595e-a14e-414b-8475-bc1a6a1acb83 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Pluto: The 'Other' Red Planet
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 074b2369-0fd5-4816-884f-70eaa24545cb · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs NeurIPS 2025 Workshop on Mathematical Reasoning and AI (MATH-AI) , year =
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aacbc0b6-f47a-486f-b8cb-e0eeb5bf3d85 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Knowledge Circuits in Pretrained Transformers
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88e6270c-4f18-4046-8408-aed8f059a554 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2024 , eprint =
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3abaf288-7040-4be4-8843-602d0247138d · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Calibrating Reasoning in Language Models with Internal Consistency
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25082806-2a32-4858-b3b9-fc6e467718bd · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Locating and Editing Factual Associations in
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 40b6ae74-7ed8-4de6-8ff3-58ab419f6d9e · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Aho and Jeffrey D
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d2118a6-2707-467c-a5ec-d29b83343da7 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14d6b16a-b52c-4619-886b-6f6ae63fe7cf · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Chandra and Dexter C
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79e89419-733e-4b76-9981-1f95d8f1df7e · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Scalable training of
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 258db7ba-9ca2-48d4-9a30-c2d185eb808b · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3865e850-5bc3-424b-ac6e-1d9515ff3f18 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Tetreault , title =
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acbc21f9-1d6b-455e-969e-681cc6807319 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2522be99-f77f-4374-ac06-28c1959cbd9c · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs The Linear Representation Hypothesis and the Geometry of Large Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21b2381c-7192-44e5-8a09-3998e187e4e0 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Toy Models of Superposition
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 334fd597-318c-4349-ad42-4f6fb0bc0855 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Computational Linguistics , volume=
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e4a9dd4-d3a6-40e4-86d1-5eecede98572 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cd616c3-dc5d-4001-9069-774baf5e4481 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Discovering Latent Knowledge in Language Models Without Supervision
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 431de393-6a39-421a-bed7-7216cdd889d6 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Representation Engineering: A Top-Down Approach to AI Transparency
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4230614b-620a-4893-a242-878bb64edee1 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Advances in Neural Information Processing Systems , volume=
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c26b1bd-7164-493b-9fbc-f273585e9884 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Understanding and Improving Transformer From a Multi-Particle Dynamic System Point of View
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e41c5ae-9382-46a1-a4f6-646801ab4392 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs The emergence of clusters in self-attention dynamics
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa0409f8-809a-441c-8df9-f7759659e011 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs arXiv preprint arXiv:2510.09782 , year=
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30126c3c-062d-414d-92a0-6376b6170842 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Latent Trajectory Dynamics in Large Language Models: A Manifold Evolution Framework with Empirical Validation
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 499856ca-4011-4c1c-863e-7fe398b60b18 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs International Conference on Machine Learning , pages=
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ef945df2-0131-41d9-b7f4-6aa4e6382222 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , url=
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eebb41fb-a5f6-4f75-a064-fde7b8df5155 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency , year=
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a0c7eeac-fe65-4f21-bfa3-fd5525417a4e · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cccb1108-ba95-47be-9b49-f643d2ee139b · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Probing the Geometry of Truth: Consistency and Generalization of Truth Directions in LLM s Across Logical Transformations and Question Answering Tasks
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 534743fd-02f3-4e42-87ba-96be6dce1943 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Submitted to The Fourteenth International Conference on Learning Representations , year=
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 57738b7a-8e47-41c1-99b3-9aa29fbc2a31 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Steering Llama 2 via Contrastive Activation Addition
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c75796e-6d38-4a30-b707-758a89e0932b · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Submitted to The Fourteenth International Conference on Learning Representations , year=
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9bb54bff-250e-4f9c-93fd-20603a68ad0e · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c573ffad-db3c-4c9b-88e3-cf585de0d8a6 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ac5add0e-e29a-480d-ae7b-875dfa86d0c7 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0f6c1ad8-86ab-45b9-83b9-955919031806 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs ICML 2025 Workshop on Reliable and Responsible Foundation Models , year=
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e2de28bf-eabc-43a6-a491-edd310378359 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 983378dd-2cc6-4c00-a741-db2ddb4e01c9 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 62bd5f08-fe2f-454f-9591-6fc4ea850332 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs The Twelfth International Conference on Learning Representations , year=
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e39d98b8-f0bc-4846-91e3-f5ea183f6eeb · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs MINT: Foundation Model Interventions , year=
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e40a869-48ca-40aa-bcb6-97abcfe536b9 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e28fcb69-fb5d-4536-a75e-402f198e5c76 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b843eeaf-d2d9-4f74-8d97-df13ac77bf24 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , pages=
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96d2fddd-fe8e-4216-89bc-8982683e90d6 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages=
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e9cc805-ee30-435b-b83e-cb83492a04c2 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages=
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4930382a-61bd-4bc5-b8c1-faf4a3487c79 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd0636e6-b423-49e4-91d1-5a1a520ca20b · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0f208094-bf98-460f-b652-01d6ded90d95 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 15391acb-cb83-4b14-a691-f919fc372377 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6ec02092-d3b8-4654-aed6-6115bc1bd3ed · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Findings of the Association for Computational Linguistics: EMNLP 2020 , pages=
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 465bd9c4-180b-4e4a-a91a-d7df80a3ea6c · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Truth as a Trajectory: What Internal Representations Reveal About Large Language Model Reasoning
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2a9a0856-9247-423d-aa7a-40ff3d2bb820 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7f1b20a-f47c-4afd-b25b-9eca333cdd78 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2023 , month =
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c2864bea-7352-4746-a52f-35c96f07da8f · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Rewiring the Transformer with Depth-Wise LSTM s
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b64a12fb-922f-4931-9079-b42ebe77ba4f · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2024 , eprint=
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef64873e-13ce-4255-804c-1e4f53801116 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a57b296-b886-4b55-839f-2420ab3a6183 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2025 , eprint=
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a95b25c-64eb-4242-86e2-219f991940ce · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs International Conference on Learning Representations , year=
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b220dafe-331b-46c1-9dce-493601788d56 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Generating Benchmarks for Factuality Evaluation of Language Models
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26259623-3020-400e-a434-7708514369d9 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Get Your Vitamin C ! Robust Fact Verification with Contrastive Evidence
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1f47540-e7cb-45ec-9879-6f27be2f5ada · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs 2024 , eprint=
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d7563d3-6e53-49dc-8bb2-2bacca94e605 · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Neural Discrete Representation Learning , url =
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21738fb4-7ec6-44d7-ada6-789e482d39ba · outbound
Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs Unresolved cited work
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.