PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning | Paper Citation Record

Observation 17fef2be-8ab8-408d-bc68-f38c4b2454f3 · outbound

This paper cites L1: Controlling how long a reasoning model thinks with reinforcement learning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning L1: Controlling how long a reasoning model thinks with reinforcement learning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.042477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d4917b0-7e4a-449c-8c30-335592e789d4 · outbound

This paper cites Aimo validation amc.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Aimo validation amc

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.990151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 57e1e3a6-eb64-4887-baee-46cad1c2c820 · outbound

This paper cites Interpretation of discourse connectives is probabilistic: Evidence from the study of but and although.Discourse Processes, 57(4):376–399.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Interpretation of discourse connectives is probabilistic: Evidence from the study of but and although.Discourse Processes, 57(4):376–399

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.987227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 90410d34-a39b-44b0-af52-c57a01e47594 · outbound

This paper cites Aytes, Jinheon Baek, and Sung Ju Hwang.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Aytes, Jinheon Baek, and Sung Ju Hwang

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.937219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 603c8668-a3c8-41f4-a052-82b2d1b27903 · outbound

This paper cites Math- arena: Evaluating llms on uncontaminated math competitions.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Math- arena: Evaluating llms on uncontaminated math competitions

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.955617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 09097988-0a57-4d94-873f-955a7419530a · outbound

This paper cites Bogdan, Uzay Macar, Neel Nanda, and Arthur Conmy.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Bogdan, Uzay Macar, Neel Nanda, and Arthur Conmy

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.993758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c63763d8-15ae-4ce9-a0ef-3ffcbc5d6482 · outbound

This paper cites Le, Christopher Ré, and Azalia Mirhoseini.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Le, Christopher Ré, and Azalia Mirhoseini

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.007976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2a69f678-1a3d-44dd-8d5c-6e2036f42ffa · outbound

This paper cites Unveiling the latent directions of reflection in large language models.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Unveiling the latent directions of reflection in large language models

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.957169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7d5a8ed7-432f-465b-a742-6cf53135c563 · outbound

This paper cites Directional reasoning trajectory change (drtc): Identifying critical trace segments in reasoning models.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Directional reasoning trajectory change (drtc): Identifying critical trace segments in reasoning models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.970438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6cbb59f2-06e2-44cd-94d4-463d6de73688 · outbound

This paper cites TheoremQA: A theorem-driven question answering dataset.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning TheoremQA: A theorem-driven question answering dataset

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.087457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d45333a7-0b43-4b55-b49b-aa236b5b51f4 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Training Verifiers to Solve Math Word Problems

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-25T05:25:23.710744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 195142e9-ebc8-44b7-94af-46e394eba344 · outbound

This paper cites A Language Anchor-Guided Method for Robust Noisy Domain Generalization.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning A Language Anchor-Guided Method for Robust Noisy Domain Generalization

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:25:23.778431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation be12312a-1316-4d1d-ad92-c3c810fbca65 · outbound

This paper cites Do thinking tokens help or trap? towards more efficient large reasoning model.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Do thinking tokens help or trap? towards more efficient large reasoning model

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.026555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eda33bb2-9d40-4b78-a47a-12f2b0d7a3d7 · outbound

This paper cites Hero, and Sijia Liu.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Hero, and Sijia Liu

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.083865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f0ee6d7a-e6a1-4f4e-8f99-da809304277c · outbound

This paper cites Alphazero-like tree-search can guide large language model decoding and training.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Alphazero-like tree-search can guide large language model decoding and training

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.923227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4be86827-a63a-4a80-86cc-89f161e6b14f · outbound

This paper cites What charac- terizes effective reasoning? revisiting length, review, and structure of cot.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning What charac- terizes effective reasoning? revisiting length, review, and structure of cot

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.036036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 384f8806-1f64-434c-b894-6efbad0d1ea9 · outbound

This paper cites Efficiently scaling llm reasoning with certaindex.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Efficiently scaling llm reasoning with certaindex

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.933286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4da92abd-053a-4a3f-9d66-51c72a3894fb · outbound

This paper cites Rogov, Elena Tutubalina, and Ivan Oseledets.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Rogov, Elena Tutubalina, and Ivan Oseledets

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.077122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5cfe5146-b5d1-4db9-a2b1-cc9ba5f1a64d · outbound

This paper cites an unresolved cited work.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-25T11:56:56.898128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2713f594-c8fe-4cfe-850c-ac16a28d5170 · outbound

This paper cites The llama 3 herd of models.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning The llama 3 herd of models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.052993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c1263fe6-1b78-478c-b692-914b008be4e4 · outbound

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

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-25T05:25:23.767435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d668e17f-53dc-4c79-a86a-09dbeac934a5 · outbound

This paper cites Token-budget-aware llm reasoning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Token-budget-aware llm reasoning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.066601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e322300f-ef1b-4c04-8b6a-ce34bb0fffe2 · outbound

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

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Measuring mathematical problem solving with the math dataset

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.930104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a0c00d9a-f8af-4cb0-8f79-b2aac6d1e893 · outbound

This paper cites WMF-AM: Probing LLM Working Memory via Depth-Parameterized Cumulative State Tracking.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning WMF-AM: Probing LLM Working Memory via Depth-Parameterized Cumulative State Tracking

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-05-25T05:25:23.772731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0936d3be-fe83-4497-bef0-5d369915c119 · outbound

This paper cites an unresolved cited work.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-25T11:56:56.936972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 390335d0-6fcf-4120-aee3-fe80029a3847 · outbound

This paper cites TimePre: Bridging Accuracy, Efficiency, and Stability in Probabilistic Time-Series Forecasting.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning TimePre: Bridging Accuracy, Efficiency, and Stability in Probabilistic Time-Series Forecasting

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-25T05:25:23.786214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e7af91f6-ea00-4ac9-9219-39f6d6690553 · outbound

This paper cites First try matters: Revisiting the role of reflection in reasoning models.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning First try matters: Revisiting the role of reflection in reasoning models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.046011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 691ffec7-aa9f-4d42-a052-132f442af49f · outbound

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

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Large language models are zero-shot reasoners

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.094575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation aa8b150d-6e94-49a6-aa76-fdcc21816a70 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Gonzalez, Hao Zhang, and Ion Stoica

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.962572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d285047f-ae09-4d10-86e9-67bc628df4e5 · outbound

This paper cites Bowman, and Ethan Perez.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Bowman, and Ethan Perez

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.101606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f9b6ec73-8286-4ad4-af3f-be4cff0ad85a · outbound

This paper cites Inference- time intervention: Eliciting truthful answers from a language model.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Inference- time intervention: Eliciting truthful answers from a language model

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.926739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 076d5317-39fd-4f09-9274-3e270ab2c3d7 · outbound

This paper cites Let the abyss stare back adaptive falsification for autonomous scientific discovery.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Let the abyss stare back adaptive falsification for autonomous scientific discovery

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:25:23.752333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 33bf7821-d0df-422a-976d-2b9186743a66 · outbound

This paper cites Bibagent: An agentic framework for traceable miscitation detection in scientific literature.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Bibagent: An agentic framework for traceable miscitation detection in scientific literature

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:25:23.734281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation af025e52-ad30-458a-b882-cca6a83c0d57 · outbound

This paper cites Traversal-as-policy: Log-distilled gated behavior trees as externalized, verifiable policies for safe, robust, and efficient agents.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Traversal-as-policy: Log-distilled gated behavior trees as externalized, verifiable policies for safe, robust, and efficient agents

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:25:23.742126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bdcf17dd-61c2-4248-847e-fcccaa964a53 · outbound

This paper cites Contrastive decoding: Open-ended text generation as optimization.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Contrastive decoding: Open-ended text generation as optimization

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.973798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 31ff68dd-d9e4-46f2-b7ad-02845c1525b0 · outbound

This paper cites Let’s verify step by step.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Let’s verify step by step

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.104913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 360797c2-41fa-421a-9eaf-b39ffe0743e4 · outbound

This paper cites Position: Human-centric ai requires a minimum viable level of human understanding.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Position: Human-centric ai requires a minimum viable level of human understanding

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:25:23.727533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f3beabf1-d17e-480a-bc13-1ed413c549cf · outbound

This paper cites AdaptFuse: Training-Free Sequential Preference Learning via Externalized Bayesian Inference.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning AdaptFuse: Training-Free Sequential Preference Learning via Externalized Bayesian Inference

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-05-25T05:25:23.747306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cdb90d30-a46f-4d18-adfe-a14eb2094a58 · outbound

This paper cites CAPS: Cascaded Adaptive Pairwise Selection for Efficient Parallel Reasoning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning CAPS: Cascaded Adaptive Pairwise Selection for Efficient Parallel Reasoning

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-05-25T05:25:23.758338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 09d85b00-bd0b-45c4-afe2-058b5c49c92c · outbound

This paper cites Cot-valve: Length-compressible chain-of-thought tuning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Cot-valve: Length-compressible chain-of-thought tuning

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.039488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 31e06262-4a19-4e4e-af14-e89d455cf9b2 · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Self-refine: Iterative refinement with self-feedback

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.001374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 79958998-2265-4a19-a6d2-7f632cf6ee84 · outbound

This paper cites s1: Simple test-time scaling.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning s1: Simple test-time scaling

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-25T05:25:23.721619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1952dea5-3499-4bb3-9f27-4f9f54fc1d5f · outbound

This paper cites introducing-o3-and-o4-mini.OpenAI Blog.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning introducing-o3-and-o4-mini.OpenAI Blog

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.983696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 42f4911b-311d-4bb6-b01a-c469297cbc29 · outbound

This paper cites Plum: Prompt learning using metaheuristics.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Plum: Prompt learning using metaheuristics

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.090953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e50ab48c-223a-4420-8aa8-489a9fd73005 · outbound

This paper cites Making reasoning matter: Measuring and improving faithfulness of chain-of-thought reasoning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Making reasoning matter: Measuring and improving faithfulness of chain-of-thought reasoning

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.056793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bfef50ab-3217-431a-9416-389a22589864 · outbound

This paper cites Demystifying reasoning dynamics with mutual information: Thinking tokens are information peaks in llm reasoning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Demystifying reasoning dynamics with mutual information: Thinking tokens are information peaks in llm reasoning

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.014488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e5a49e92-cb9b-442c-bef6-43289ddcf1c1 · outbound

This paper cites Concise: Confidence-guided compression in step-by-step efficient reasoning.Proceedings of EMNLP.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Concise: Confidence-guided compression in step-by-step efficient reasoning.Proceedings of EMNLP

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.029573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 198a06d6-6bfe-4e10-aec0-557a5147e896 · outbound

This paper cites Qwen2.5 technical report.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Qwen2.5 technical report

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.032616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eda0a570-3242-456e-aa88-3478561bbef9 · outbound

This paper cites Qwq: Reflect deeply on the boundaries of the unknown.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Qwq: Reflect deeply on the boundaries of the unknown

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.990471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1f0bf948-6ebb-4e54-9c78-480a12b8035e · outbound

This paper cites Scaling LLM test-time com- pute optimally can be more effective than scaling parameters for reasoning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Scaling LLM test-time com- pute optimally can be more effective than scaling parameters for reasoning

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.951768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1997e2e7-8ed5-4c56-ad3a-746a8b505144 · outbound

This paper cites Between underthinking and overthinking: An empirical study of reasoning length and correctness in llms.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Between underthinking and overthinking: An empirical study of reasoning length and correctness in llms

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.098444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 20418b4b-2bb2-4161-9dee-9d44b8ebdb1f · outbound

This paper cites Thinking by subtraction: Confidence-driven contrastive decoding for llm reasoning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Thinking by subtraction: Confidence-driven contrastive decoding for llm reasoning

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.023279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4c50517b-1307-46b7-a208-f07ce02011ec · outbound

This paper cites Kimi k2: Open agentic intelligence.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Kimi k2: Open agentic intelligence

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.967474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 30eb11b3-eb71-4325-8dea-acb0a54c7624 · outbound

This paper cites an unresolved cited work.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-05-25T11:56:57.011187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 26e7b16d-7311-4c46-9906-daef16bc800b · outbound

This paper cites Do large language model benchmarks test reliability?.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Do large language model benchmarks test reliability?

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.059955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e970294a-458b-4118-b22d-b6bf3a1e38a6 · outbound

This paper cites Investigating gender bias in language models using causal mediation analysis.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Investigating gender bias in language models using causal mediation analysis

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.062913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 10172818-f867-4801-8482-9154fbca2144 · outbound

This paper cites Adapthink: Adaptive thinking preferences for reasoning language model.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Adapthink: Adaptive thinking preferences for reasoning language model

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.017810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation babd443b-badb-4ea4-ba8d-e1d4b2809d2b · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models.International Conference on Learning Representations (ICLR).

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Self-consistency improves chain of thought reasoning in language models.International Conference on Learning Representations (ICLR)

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.963789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8fb8e20f-cac3-48bb-8277-65ebdbd21b83 · outbound

This paper cites R1-compress: Long chain-of-thought compression via chunk compression and search.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning R1-compress: Long chain-of-thought compression via chunk compression and search

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.916400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b1ff0663-24b1-4806-98f0-d4e265ece276 · outbound

This paper cites Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:25:23.716859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 327a2cba-030b-4903-84b9-7cc8f34c4d95 · outbound

This paper cites Reasoning-finetuning repurposes latent representations in base models.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Reasoning-finetuning repurposes latent representations in base models

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.951565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3dc48967-ba6a-47b6-b4c0-14d9cbec1b0c · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Chi, Quoc V Le, and Denny Zhou

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.976826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1c9870af-f698-4b35-8834-5f8215be28d1 · outbound

This paper cites It’s not that simple.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning It’s not that simple

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.908877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1602a29e-6a64-413d-afda-53f5c64ad052 · outbound

This paper cites Tokenskip: Controllable chain-of-thought compression in llms.Proceedings of EMNLP.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Tokenskip: Controllable chain-of-thought compression in llms.Proceedings of EMNLP

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.901659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 00b5c8ab-9f44-4347-af68-24afbea4ce37 · outbound

This paper cites Chain of draft: Thinking faster by writing less.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Chain of draft: Thinking faster by writing less

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.954531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 99919c2c-348d-42d2-becb-e7e9f85b3979 · outbound

This paper cites A*-thought: Efficient reasoning via bidirectional compression for low-resource settings.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning A*-thought: Efficient reasoning via bidirectional compression for low-resource settings

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.997534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8672a27f-81b9-49d2-8250-2bea1c0a603b · outbound

This paper cites Dynamic early exit in reasoning models.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Dynamic early exit in reasoning models

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.049400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d40ddb6b-ddb4-4400-912e-19b902e603a9 · outbound

This paper cites Wong, and Di Wang.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Wong, and Di Wang

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.069635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2246cbe8-4e03-4b50-bd92-6f727cea7c1c · outbound

This paper cites Towards thinking-optimal scaling of test-time compute for llm reasoning.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Towards thinking-optimal scaling of test-time compute for llm reasoning

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.080790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7ff1e4a1-656b-40c6-abcd-545bc0e35f5f · outbound

This paper cites Griffiths, Yuan Cao, and Karthik Narasimhan.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Griffiths, Yuan Cao, and Karthik Narasimhan

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.919837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ea6b5cd9-7f34-4904-8db4-b5ea622194a9 · outbound

This paper cites Understanding hyperbolic metric learning through hard negative sampling.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Understanding hyperbolic metric learning through hard negative sampling

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.940378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fcee4cd9-f46a-4385-9357-9fd0ae872bf2 · outbound

This paper cites Revisiting the test-time scaling of o1-like models: Do they truly possess test-time scaling capabilities?.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Revisiting the test-time scaling of o1-like models: Do they truly possess test-time scaling capabilities?

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.073476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97fae0d9-3352-41ec-aa07-a5ec9c5373c5 · outbound

This paper cites Gps: A probabilistic distributional similarity with gumbel priors for set-to-set matching.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Gps: A probabilistic distributional similarity with gumbel priors for set-to-set matching

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:56.980183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 71365f3f-0ecb-4b38-a15c-de8bf9ab97a9 · outbound

This paper cites Deep loss convexification for learning iterative models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(3):1501–1513.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning Deep loss convexification for learning iterative models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(3):1501–1513

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.004759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5f4277a3-4a67-40eb-bf4a-3e140b339e25 · outbound

This paper cites the answer is.

PathCal: State-Aware Reflection-Marker Calibration for Efficient Reasoning the answer is

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T11:56:57.020557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers