Paper Citation Record · LEDGER

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

As of 9 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 9 inbound Pith citation observations for arXiv:2508.05282.

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

pith.paper-citation-record.v1
2508.05282 v6

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:32:55.170251Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:21:53.328551Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T07:14:21.518511Z

Reference resolution

59 of 59 outbound references displayed

verified exact2
verified fuzzy1
unresolved56
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3b239c93-557a-407f-8862-4cc4d0d9101e · outbound

This paper cites Intent-Aware Self-Correction for Mitigating Social Biases in Large Language Models.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Intent-Aware Self-Correction for Mitigating Social Biases in Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.960401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de4aa2ed-20e3-4d51-b9c3-f450c081d1c9 · outbound

This paper cites A Large Language Model-Enhanced Q-learning for Capacitated Vehicle Routing Problem with Time Windows.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning A Large Language Model-Enhanced Q-learning for Capacitated Vehicle Routing Problem with Time Windows

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.964758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 573c756c-d0bc-4e4b-9861-79b09ead6c80 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.968813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd4421eb-56e0-47de-9783-72aea1fefc32 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.972309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c2a3c9b-4a8c-4339-895b-30b03f5a4ebd · outbound

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

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.976790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53935183-45e8-4a75-a4b5-56490f97ea2d · outbound

This paper cites Zero-Shot Verification-guided Chain of Thoughts.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Zero-Shot Verification-guided Chain of Thoughts

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.980410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd2b4d1b-d958-41f7-bbaa-e77f061bec9a · outbound

This paper cites Learning to Compress Prompt in Natural Language Formats.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Learning to Compress Prompt in Natural Language Formats

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.984357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d431188-7dd1-4a56-8a5a-f5c18408ebbd · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Training Verifiers to Solve Math Word Problems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.987821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f68661a-e0d0-4f5e-bca4-04a9e00c3c1e · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.991109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55fc8108-237d-402e-bc36-cd66de803c65 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.994438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe04b8f6-826f-4da9-8c1b-731f3803f7ce · outbound

This paper cites Dynamic Parallel Tree Search for Efficient LLM Reasoning.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Dynamic Parallel Tree Search for Efficient LLM Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.001261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6750712-6789-43a0-8b92-61b36e8e0c86 · outbound

This paper cites LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.004748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c748c5-79d9-4235-9a02-9a3f65b9b794 · outbound

This paper cites In-context Autoencoder for Context Compression in a Large Language Model.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning In-context Autoencoder for Context Compression in a Large Language Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.008182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34afb897-e27a-460b-9f67-0f53c6875cd8 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.011438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba20b1c-72e0-493b-9f77-267dadbfb5e8 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.237577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 76ff0e3c-d9aa-458a-8fa4-29f1638d5ec2 · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Token-Budget-Aware LLM Reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.017981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e5414e6-e8a6-4432-8cd0-3ed7e16f9054 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Measuring Mathematical Problem Solving With the MATH Dataset

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.021515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d449ec6-f218-4da5-9362-4de95306f401 · outbound

This paper cites ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.025822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0ddddc7-d70b-4646-b8af-52ce81188bfb · outbound

This paper cites Token Dropping for Efficient BERT Pretraining.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Token Dropping for Efficient BERT Pretraining

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-05T23:32:55.976331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4ed12688-87db-4bd9-8109-77b94766e2c5 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.033033Z

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Observation f863bacb-5e0e-4809-b9e9-d93f2e10bd45 · outbound

This paper cites OpenAI o1 System Card.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning OpenAI o1 System Card

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.036284Z

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Unavailable: canonical work link unavailable.

Observation 9eb3353a-083a-428b-94b4-8f6271b33a96 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.221791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 99a71471-56a3-4bea-8f64-004089d7a5fe · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.044270Z

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Observation f0009750-13fb-457e-a679-b992c64688ef · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.212609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 955c35a7-ed0f-4294-b307-b68cdc703b08 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.051873Z

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Observation 0d1e69eb-c6db-4d74-aeb6-a1a576ef057b · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.055013Z

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Observation ddafbf9e-5fb5-421f-b827-6777f90ebc55 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.058769Z

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Observation 717b18ec-2ce8-4a1f-92a1-3ce921b4b5f3 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.061794Z

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Observation 8ef03a18-49e2-48a5-9e05-52b291b1418d · outbound

This paper cites Confidence Matters: Revisiting Intrinsic Self-Correction Capabilities of Large Language Models.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Confidence Matters: Revisiting Intrinsic Self-Correction Capabilities of Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.065673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2727091b-3411-4d1e-8256-795458006f7b · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.069670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0a6d473-7b8f-4f84-9d28-aaef26124600 · outbound

This paper cites Large Language Models have Intrinsic Self-Correction Ability.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Large Language Models have Intrinsic Self-Correction Ability

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.072733Z

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Unavailable: canonical work link unavailable.

Observation 4b5c3712-fd81-4b76-a3e6-5153ad2672bb · outbound

This paper cites Intrinsic Self-correction for Enhanced Morality: An Analysis of Internal Mechanisms and the Superficial Hypothesis.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Intrinsic Self-correction for Enhanced Morality: An Analysis of Internal Mechanisms and the Superficial Hypothesis

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-05T23:32:55.627180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cda46fa9-5db1-4fd8-8c23-8645d2f133c1 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.191637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6fc103cc-f07c-42e5-b779-012f071af935 · outbound

This paper cites Efficient Inference for Large Reasoning Models: A Survey.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Efficient Inference for Large Reasoning Models: A Survey

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.083085Z

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Observation f62dfc6e-c3b2-41b6-a537-b1474be6a595 · outbound

This paper cites Decoupled Weight Decay Regularization.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Decoupled Weight Decay Regularization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.086492Z

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Observation 99ffad78-b844-4656-9806-c3f933a5197d · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.181474Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f532cf3b-7f02-44b3-af8e-a40f8dd502ab · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.172340Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation de9fbb92-a533-4207-a8aa-309bfb3208a3 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.152324Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5639d9a1-b61f-4846-b562-b60c055402f8 · outbound

This paper cites Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.104882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e92313e-80ee-4f48-b44d-86c392db01ef · outbound

This paper cites LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.108925Z

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Unavailable: canonical work link unavailable.

Observation cbcaaf7a-afcb-4bc6-b393-f39e84c8a288 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.112857Z

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Unavailable: canonical work link unavailable.

Observation b62b6dbd-0f9a-4e62-8cea-f79c1c6d2ae4 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.136970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 057257c0-4a60-425b-be69-bc36457d3259 · outbound

This paper cites Qwen2 Technical Report.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Qwen2 Technical Report

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.122795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a415c515-0c6f-4943-8fa1-52ba38cab781 · outbound

This paper cites LLMs cannot find reasoning errors, but can correct them given the error location.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning LLMs cannot find reasoning errors, but can correct them given the error location

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.126057Z

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Observation a0fe4d28-eecf-4818-a2d7-68b902d5c007 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.119315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47d9fbd8-82bc-4486-82f7-082fc576e84f · outbound

This paper cites SCOTT: Self-Consistent Chain-of-Thought Distillation.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning SCOTT: Self-Consistent Chain-of-Thought Distillation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.133943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbb13c88-edb6-46cd-8234-35033c4a9936 · outbound

This paper cites SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.137735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0108e8c5-e3af-4631-ba49-909cbc10c3da · outbound

This paper cites Investigating Mysteries of CoT-Augmented Distillation.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Investigating Mysteries of CoT-Augmented Distillation

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.129483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d8d6758-02f3-4e8e-b59c-658b2361a91d · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.145511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28d3357e-f804-4b79-871b-bef7ce6165af · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Chain of Draft: Thinking Faster by Writing Less

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.149323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb55b45a-b5e4-467e-9a33-f12fa80d56e8 · outbound

This paper cites Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.141130Z

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Unavailable: canonical work link unavailable.

Observation 4bdfda50-1c54-4dda-9721-25b4f9f42947 · outbound

This paper cites Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.155806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c49321e-18f1-46af-96ce-7e06fd8c853a · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.160064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e190eaaf-ded0-4ccc-aaa1-b49c3e847e3b · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:32:56.126079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 113fceba-bb44-42f3-b143-2e650034fe89 · outbound

This paper cites an unresolved cited work.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.167208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3769b973-d17c-46e7-9ba7-3fca67864c2a · outbound

This paper cites LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.170251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4442648b-bb21-4c38-9a8e-43a87618d6ef · outbound

This paper cites LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:55.163365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac52a1c5-ae92-4d41-a1c0-e7e5dfa0ee99 · outbound

This paper cites Break the Chain: Large Language Models Can be Shortcut Reasoners.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Break the Chain: Large Language Models Can be Shortcut Reasoners

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T23:32:54.997930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 180758b5-47f7-44c5-bdbf-a427c5ed5b0d · outbound

This paper cites InProceedings of the AAAI Conference on Artificial Intelligence, Vol.

Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning InProceedings of the AAAI Conference on Artificial Intelligence, Vol

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:32:56.162832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 4c5bfa9c-4ace-4248-9d36-2ffff753fc78 · inbound

From Canonical to Complex: Benchmarking LLM Capabilities in Undergraduate Thermodynamics cites this paper.

From Canonical to Complex: Benchmarking LLM Capabilities in Undergraduate Thermodynamics Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:53.328551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb47738-9bc9-4400-ba24-4c1b8ab5c184 · inbound

Agentic Reasoning for Large Language Models cites this paper.

Agentic Reasoning for Large Language Models Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 292

Resolution: verified exact; arxiv_id, observed 2026-07-22T03:21:57.840860Z

Source-reported events for the cited work

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Observation fe722404-e18e-4bdb-b301-e6d924d404e2 · inbound

Fragile Thoughts: How Large Language Models Handle Chain-of-Thought Perturbations cites this paper.

Fragile Thoughts: How Large Language Models Handle Chain-of-Thought Perturbations Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-22T03:21:57.840860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f14f8410-d76f-4b01-94fd-212084f851b7 · inbound

Controllable Singing Style Conversion with Boundary-Aware Information Bottleneck cites this paper.

Controllable Singing Style Conversion with Boundary-Aware Information Bottleneck Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-22T03:21:57.840860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a30b7585-f55d-4bf0-995a-f9248bea70d2 · inbound

Sparsity-Aware Voxel Attention and Foreground Modulation for 3D Semantic Scene Completion cites this paper.

Sparsity-Aware Voxel Attention and Foreground Modulation for 3D Semantic Scene Completion Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-22T03:21:57.840860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 08696b74-bf27-4d0a-a03a-92262bea6c02 · inbound

CFMS: A Coarse-to-Fine Multimodal Synthesis Framework for Enhanced Tabular Reasoning cites this paper.

CFMS: A Coarse-to-Fine Multimodal Synthesis Framework for Enhanced Tabular Reasoning Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-22T03:21:57.840860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 16abe5a1-c8ef-4e6c-a780-b6763d443719 · inbound

FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models cites this paper.

FADE: Mitigating Hallucinations by Reducing Language-Prior Dominance in Large Vision-Language Models Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-07-22T03:21:57.840860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 05a0f91a-5b99-4951-8846-aec3d412fd80 · inbound

Better Starts, Better Ends: Bootstrapped Iterative Self-Reasoning Distillation for Compressed Reasoning cites this paper.

Better Starts, Better Ends: Bootstrapped Iterative Self-Reasoning Distillation for Compressed Reasoning Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T22:30:29.855076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7053e410-e46b-4c62-b29c-b229a461cba2 · inbound

Parameter-Efficient Fine-Tuning for Spiking Point Cloud Models cites this paper.

Parameter-Efficient Fine-Tuning for Spiking Point Cloud Models Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-03T14:41:13.420222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.