Paper Citation Record · LEDGER

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models

As of 23 August 2026, this Paper Citation Record lists 100 of 299 outbound references and 8 inbound Pith citation observations for arXiv:2509.03871.

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

pith.paper-citation-record.v1
2509.03871 v1

Coverage vector

measured 100 of 299 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:39:05.842706Z

measured 108 of 108 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:40:57.907170Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:49:51.497057Z

Reference resolution

100 of 299 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7d684ae2-6ab1-4786-8186-c77c6ece9bcd · outbound

This paper cites SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.142775Z

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Observation d17092a0-1d6f-47c6-a1fa-d05acfb57e6b · outbound

This paper cites Does Chain-of-Thought Reasoning Really Reduce Harmfulness from Jailbreaking?.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Does Chain-of-Thought Reasoning Really Reduce Harmfulness from Jailbreaking?

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.228860Z

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Observation 2ae816db-1f4e-48cd-a66a-b5bc49ffa739 · outbound

This paper cites Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.311706Z

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Observation 8360dd42-bfa8-4b80-8ac4-5808aa6baa3c · outbound

This paper cites A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.402887Z

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Observation 2be066f5-ef87-4f50-b954-115819e36f6e · outbound

This paper cites Attacks, defenses and evaluations for llm conversation safety: A survey.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Attacks, defenses and evaluations for llm conversation safety: A survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.485426Z

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Observation c254488c-c2f7-46ee-beaf-88b8bd574a9e · outbound

This paper cites Large Language Model Safety: A Holistic Survey.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Large Language Model Safety: A Holistic Survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.561446Z

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Observation e2c15ced-bc72-40a5-a4bc-5d5456d2d60b · outbound

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

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.646795Z

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Observation 934e544c-2bb9-4c60-bb5f-57e5d2618c37 · outbound

This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.714356Z

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Observation b26d5bf3-a448-4ae3-a547-ec663a5f02c0 · outbound

This paper cites A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models A survey of efficient reasoning for large reasoning models: Language, multimodality, and beyond

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.806352Z

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Observation 170bab49-91d8-4810-8e0d-9438cdcd2257 · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.871065Z

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Observation 610366fc-8b1b-4b47-a96a-2bbf9621125a · outbound

This paper cites Efficient reasoning models: A survey.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Efficient reasoning models: A survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:58.960029Z

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Observation d9ea0c3d-8c8a-41f9-9473-58e19b5eb048 · outbound

This paper cites Safety Reasoning with Guidelines.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Safety Reasoning with Guidelines

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:59.035605Z

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Observation 0914dd50-21dd-4180-8a74-a233e801d714 · outbound

This paper cites GPT-4 Technical Report.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models GPT-4 Technical Report

Reference 13

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Observation f79476f6-7db3-4486-9aad-0a71a211d833 · outbound

This paper cites The Claude 3 Model Family: Opus, Sonnet, Haiku, 2024.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models The Claude 3 Model Family: Opus, Sonnet, Haiku, 2024

Reference 14

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Observation 5bd43721-3fdd-45b1-ac90-cd091f384b50 · outbound

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

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 15

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Observation c7e80236-c9dd-4894-8307-84af749380bc · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Chain-of-thought prompting elicits reasoning in large language models

Reference 16

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Observation 68fd7f7e-d527-4b46-8a6d-c03af03e61be · outbound

This paper cites Large language models are zero-shot reasoners.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Large language models are zero-shot reasoners

Reference 17

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Observation 6a301d2b-b3d1-4553-8f3e-5faf5958662f · outbound

This paper cites Language models are few-shot learners.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Language models are few-shot learners

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:59.510055Z

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Observation d49a3beb-5b65-472a-83fe-2c298996ec15 · outbound

This paper cites Chain-of-scrutiny: Detecting backdoor attacks for large language models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Chain-of-scrutiny: Detecting backdoor attacks for large language models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:59.584929Z

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Observation cb86ee6d-174b-49a4-a54f-8791fafab37c · outbound

This paper cites OpenAI o1 System Card.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models OpenAI o1 System Card

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:59.680716Z

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Observation 8d44e522-bf83-45c4-9b9f-51c8f7fd725c · outbound

This paper cites OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:59.785250Z

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Observation 54025218-799b-439d-b3b8-6be341fb747c · outbound

This paper cites O1 Replication Journey: A Strategic Progress Report -- Part 1.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models O1 Replication Journey: A Strategic Progress Report -- Part 1

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:59.862669Z

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Observation 24ce318b-8b3f-498d-af59-d535234a24c3 · outbound

This paper cites O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:59.955343Z

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Observation 4c18fd69-1946-4384-aee6-64b2651c3071 · outbound

This paper cites O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.021034Z

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Observation f2bd868a-d220-45f5-ab20-d92fb7837cc5 · outbound

This paper cites LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.088338Z

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Observation 6732203c-4bca-45ba-af03-c40b798a731c · outbound

This paper cites A survey of monte carlo tree search methods.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models A survey of monte carlo tree search methods

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.151852Z

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Observation 9811b662-a57b-4ef7-9c3b-ec3c8655bd16 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Training Verifiers to Solve Math Word Problems

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.239660Z

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Observation 631cfcfb-ec8a-4b8a-9621-df358ffbb683 · outbound

This paper cites Measuring mathematical problem solving with the math dataset.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Measuring mathematical problem solving with the math dataset

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.328322Z

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Observation b3396605-0c22-44c6-9873-37eb238d2acf · outbound

This paper cites MARIO: MAth Reasoning with code Interpreter Output–A Reproducible Pipeline.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models MARIO: MAth Reasoning with code Interpreter Output–A Reproducible Pipeline

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.404102Z

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Observation e4b98ad7-d3b4-404e-a961-4c5e6a7565a3 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Direct preference optimization: Your language model is secretly a reward model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.496497Z

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Observation dd470b81-3047-4507-a0f5-029c2442a9f9 · outbound

This paper cites Proximal Policy Optimization Algorithms.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Proximal Policy Optimization Algorithms

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.582402Z

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Observation c25a6645-d1df-4227-8f54-377d6ead8131 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.647941Z

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Observation 19afe0dc-4eeb-40c5-9c4e-731a3a6d08c3 · outbound

This paper cites Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.744945Z

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Observation fefff651-33ef-465c-95da-8d89f584b8f0 · outbound

This paper cites Training large language models to reason in a continuous latent space.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Training large language models to reason in a continuous latent space

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.819156Z

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Observation c05d5f40-b122-4a55-9c32-ebb112432f60 · outbound

This paper cites DeepSeek-V3 Technical Report.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models DeepSeek-V3 Technical Report

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.885552Z

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Observation 513f4a01-cbad-4bf3-a7cb-652a27b05a98 · outbound

This paper cites Qwen2.5 technical report.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Qwen2.5 technical report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:00.981498Z

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Observation 1f04f7e6-5f31-4fde-82e8-4e23f68166ea · outbound

This paper cites The llama 3 herd of models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models The llama 3 herd of models

Reference 37

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Observation 5aa71491-3a98-4766-bfa4-479123a9a6b0 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Solving math word problems with process- and outcome-based feedback

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.109679Z

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Observation 57befc21-8b38-4b9b-af18-ca9b8ff88b48 · outbound

This paper cites Star: Self-taught reasoner bootstrapping reasoning with reasoning.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Star: Self-taught reasoner bootstrapping reasoning with reasoning

Reference 39

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Observation d64622b8-f447-4ee9-b1de-0bc8c97a6ea1 · outbound

This paper cites Let’s verify step by step.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Let’s verify step by step

Reference 40

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Observation e487db32-9fc0-4e2f-95d8-555ccdea0028 · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.338262Z

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Observation fafe2158-ea6e-4f58-b8e3-22c6740d5d33 · outbound

This paper cites Reinforcement Learning with Verifiable Rewards: GRPO’s Effective Loss, Dynamics, and Success Amplifi- cation.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Reinforcement Learning with Verifiable Rewards: GRPO’s Effective Loss, Dynamics, and Success Amplifi- cation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.417577Z

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Observation 194346aa-9f27-42e6-b08f-ae432e5de4b5 · outbound

This paper cites Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.493981Z

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Observation 6d121e73-d805-4eef-a774-ff999f4b0b1d · outbound

This paper cites Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.576595Z

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Observation d24712ef-2e8f-464e-9776-4b8359319493 · outbound

This paper cites Multimodal chain-of-thought reasoning in language models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Multimodal chain-of-thought reasoning in language models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.651618Z

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Observation cbe95329-852b-4cec-bd1e-6ea494c9cff8 · outbound

This paper cites Video-of-thought: Step-by-step video reasoning from perception to cognition.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Video-of-thought: Step-by-step video reasoning from perception to cognition

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.740213Z

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Observation 140f773a-c2e3-468a-b8c4-9dc3f4a975b4 · outbound

This paper cites Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.812797Z

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Observation 5d8e403c-73af-42f9-8e7c-e3fe17d32bd8 · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.904314Z

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Observation 85c804ad-0e2b-49a0-b4a0-5a494adfda72 · outbound

This paper cites LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.002966Z

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Observation 383c04bc-624c-4b91-a06b-d9a1253be304 · outbound

This paper cites RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.106102Z

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Observation 22b6c7f7-abb2-4156-85da-64c777a29856 · outbound

This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.195906Z

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Observation 67f349f2-fb93-440c-b0d2-ac3572e510f8 · outbound

This paper cites Improve Vision Language Model Chain-of-thought Reasoning.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Improve Vision Language Model Chain-of-thought Reasoning

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.269696Z

Source-reported events for the cited work

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Observation 51e2896e-645a-4700-adc9-049ae7917dff · outbound

This paper cites Insight-v: Exploring long-chain visual reasoning with multimodal large language models.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Insight-v: Exploring long-chain visual reasoning with multimodal large language models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.347544Z

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Observation b685855f-c7de-430b-a29e-3eb89d776736 · outbound

This paper cites MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.399950Z

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Observation 2748fbf2-ba15-4b40-92e5-fafea5ad881d · outbound

This paper cites MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.499587Z

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Observation 4d1ef5d2-b76f-44ec-a949-dd3d6e8c89ba · outbound

This paper cites Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.581234Z

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Observation a383f797-e3bd-4b2b-bfb0-72f46d5084d5 · outbound

This paper cites HalluMeasure: Fine-grained hallucination measurement using chain-of-thought reasoning.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models HalluMeasure: Fine-grained hallucination measurement using chain-of-thought reasoning

Reference 57

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Observation 51891bc4-500e-4224-9a61-e537c1f404e1 · outbound

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Observation 8f61cce6-5c2d-4d17-8b3f-2c8cc3ad9045 · outbound

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Observation aec353aa-b126-4c32-a2ad-2a8376ce7f35 · outbound

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Observation b0fcb64b-11b0-4b10-b200-be3b69dc526a · outbound

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Observation cab1ef21-b8ef-4cd2-bb63-4d76cee974f3 · outbound

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Observation 36b76c94-a499-49a2-bfd9-efb6d447c250 · outbound

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Observation 0c49d9c9-e8d3-4485-9753-cb07cd765495 · outbound

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Observation c025b55a-1598-4e64-94b7-88672eb309d0 · outbound

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Observation ea3174b3-7e63-4164-af9b-2a26598b591f · outbound

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Observation b2dbe24d-52f7-47e1-9892-fc18aa3ff9cd · outbound

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Observation 1b1c5bcd-3e3b-4a0e-b0fe-74cb0090ec0c · outbound

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Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.202832Z

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Observation df660e94-2abd-4754-be99-949a2751cd90 · outbound

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A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Measuring the Faithfulness of Thinking Drafts in Large Reasoning Models

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.273817Z

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Observation 8f379e7e-4881-4ecd-bdfe-858513bb4c92 · outbound

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Observation 2dd18d34-1be3-434d-8793-e115c674b165 · outbound

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Reference 80

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Observation bdf6b7b3-ba69-480a-afc1-3816552f5932 · outbound

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Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.520817Z

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Observation 349ac01d-492b-4973-b758-b9a865f9f38b · outbound

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Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.568023Z

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Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.683690Z

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Observation f1b318b7-55c1-473d-b04d-b1a9add6b090 · outbound

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Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.736151Z

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Observation f9e417f7-0f61-4660-a805-f917c0d1acf1 · outbound

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Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.787173Z

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Observation 833bd429-3cfe-479f-a311-5cdf9586a51a · outbound

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Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.834930Z

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Observation 80c8271e-838c-43a1-a83b-a94817eb97a6 · outbound

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Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:04.920168Z

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Observation b34a989e-e8b8-460a-b41d-e1f0273933fc · outbound

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Reference 90

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Observation 7eb7d797-5283-4e3c-b0bc-2597c266defe · outbound

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Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:05.049781Z

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Reference 94

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Observation 77f4e3bc-0fbc-487f-ba06-bafe7f586ae8 · outbound

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Observation edf8e7fb-fd5c-4290-bbcc-c0382816e13b · outbound

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