Paper Citation Record · LEDGER

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning

As of 22 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2607.29211.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.29211 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:36:49.197528Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

49 of 49 outbound references displayed

verified exact0
verified fuzzy0
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation af9d617c-d200-4619-bf7f-701298cf87f7 · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:48.370350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d96dac91-056d-4c98-a8db-e6d1273b5a3d · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.040066Z

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Observation 86eda9e1-d82f-4e1f-a171-cf88440535a3 · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.045625Z

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Observation e2615a67-a8f3-4f22-a75e-ed97b0221fd3 · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.048036Z

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Observation 177a694a-2877-47ea-8756-611ff3618572 · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.058068Z

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Observation c8086f19-a32a-4e37-a11c-3e7e5393d7b5 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning gpt-oss-120b & gpt-oss-20b Model Card

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.073472Z

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Observation 8771c6b5-4dcb-4c02-96de-3b8173e6440d · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.076247Z

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Observation ddd79991-ee99-4ee0-8f07-0fbdfbf374a6 · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.078874Z

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Observation 13f14c3c-de3b-4df3-b099-e985c0b49835 · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.081282Z

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Observation 74362245-cd6c-4a73-8b1f-4390e2fdead0 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Aho and Jeffrey D

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.104374Z

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Observation 9a28fcab-2e7a-4303-bcf7-abc78a6ba81d · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.106822Z

Source-reported events for the cited work

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Observation fbd7bddd-4cdf-4998-9ca1-763b30fe56ff · outbound

This paper cites Chandra and Dexter C.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Chandra and Dexter C

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.109176Z

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Observation b168cfb1-c9b2-4b44-8b75-e3ebb4532fa1 · outbound

This paper cites Scalable training of.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Scalable training of

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.111618Z

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Observation a681c36c-b8f2-4cdd-a9b8-fc8fb1447656 · outbound

This paper cites an unresolved cited work.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.114111Z

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Observation f2964aac-7fd1-4799-9ad8-ef51cba433b9 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Tetreault , title =

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.116528Z

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Observation 69592f2f-5cee-4918-bf00-01e2ded8ebc8 · outbound

This paper cites A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data , Volume =

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.118997Z

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Observation 4d07f6bb-1c7a-47b5-a714-0b7a0317d413 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.121574Z

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Observation 6d4999a3-d494-4878-936c-2cdd3fd85989 · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.124078Z

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Observation ceb88ae3-0b16-41e0-88b2-313961c5d553 · outbound

This paper cites Can AI Assistants Know What They Don't Know?.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Can AI Assistants Know What They Don't Know?

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.126511Z

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Observation 9a452842-8851-4089-b30b-3a35affa729a · outbound

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

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Language Models (Mostly) Know What They Know

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.128905Z

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Observation a216d1c8-4a84-452f-8ee9-9e94da7f00a6 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning arXiv preprint arXiv:2512.08093 , year=

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.131418Z

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Observation 70cbe2d4-d685-4a14-8ac3-fc53c93e2952 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.133829Z

Source-reported events for the cited work

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Observation 774dbc7e-fbb2-4465-9238-74915fa0924a · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Large Language Models: A Survey

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.136148Z

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Observation 33ad6ef1-4d74-4cfe-a6f7-d980856c1165 · outbound

This paper cites A Survey of Large Language Models.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning A Survey of Large Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.138707Z

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Observation 51d48a3c-1fd4-4576-a9c5-e50ea845fffe · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.140976Z

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Observation a3269a92-cc12-4dd8-bd21-436785fb6b2c · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning ACM Transactions on Information Systems , volume=

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.143319Z

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Observation 5ed5cc64-2189-4462-9e90-c7472642e5d0 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.145765Z

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Observation efbe0b78-3842-4654-b461-e934a3148281 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Teaching Models to Express Their Uncertainty in Words

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.147974Z

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Observation 75e4589e-53e0-4fe4-b05b-d0cdd93f7e1f · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Selected Works of Murray Rosenblatt , pages=

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.150332Z

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Observation 482a7808-464e-45da-bfc7-8f857c2c0171 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning The annals of mathematical statistics , volume=

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.152730Z

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Observation 1a552a92-7069-4bef-a753-726781e05c6f · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning DeepSeek-V3 Technical Report

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.155107Z

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Observation 962f0aeb-b842-4054-83c2-7bb58f8ab2e6 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.157463Z

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Observation c1489cc9-49c9-4e4e-8126-23dc1e2eb2c1 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Beyond Two-Stage Training: Cooperative SFT and RL for LLM Reasoning

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.159814Z

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Observation cf4436d1-3642-4344-af48-54e7b424dc8c · outbound

This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.162119Z

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Observation 47007078-74ba-4b39-a8a4-40d8e492682e · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning arXiv preprint arXiv:2508.11408 , year=

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.164435Z

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Observation e7499693-03d6-432a-a786-04bbf30e6666 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.166959Z

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Observation 2e7f78b3-1625-4b3d-a1cf-a6d89029c661 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning arXiv preprint arXiv:2502.06059 , year=

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.169431Z

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Observation a885e64a-3e2b-4092-a785-5002c596b7e2 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.171714Z

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Observation 0ffd331d-a5e9-45a8-a82b-5b342bd41abf · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Cumulative Reasoning with Large Language Models

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.174009Z

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Observation 68ab1503-d627-4e44-8f79-5d5bf623e495 · outbound

This paper cites Qwen3 Technical Report.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Qwen3 Technical Report

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.176496Z

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Observation dd55a436-05aa-4c6b-abb1-2dc60d0b7f08 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Findings of the association for computational linguistics: ACL 2023 , pages=

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.178724Z

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Observation d9d578ff-44d5-42ce-a04d-d66adac8bfd8 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.181129Z

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Observation b6873bfa-1982-4cee-a43a-d17336c645ae · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Measuring Progress on Scalable Oversight for Large Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.183413Z

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Observation adb68a95-2b21-4a2f-a41d-e1cf525ba69d · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Findings of the association for computational linguistics: ACL 2023 , pages=

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.185670Z

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Observation ae96d77a-9ec7-439f-b0e1-34abd6cc4d4e · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning 2025 , eprint=

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.188093Z

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Observation fa2f2108-ab07-4107-b49e-653c05bede38 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.190422Z

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Observation 8892ac7e-408d-449f-8a33-f8ca7e46a3c6 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Sparse Latents Steer Retrieval-Augmented Generation

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.192801Z

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Observation c678a570-5327-465b-9400-0110ca8b4d54 · outbound

This paper cites Is Bigger and Deeper Always Better? Probing LLaMA Across Scales and Layers.

Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning Is Bigger and Deeper Always Better? Probing LLaMA Across Scales and Layers

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.195246Z

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Observation 1c286c87-8774-4534-88a5-15cfb9c24619 · outbound

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Knowing When to Quit: Diagnosing and Training LLMs to Abort Futile Reasoning First Conference on Language Modeling , year=

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-03T11:36:49.197528Z

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Pith citing papers

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