Paper Citation Record · LEDGER

Scalable Chain of Thoughts via Elastic Reasoning

As of 20 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 13 inbound Pith citation observations for arXiv:2505.05315.

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

pith.paper-citation-record.v1
2505.05315 v2

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:13:33.822093Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:11:33.975998Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy6
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation e35ebd67-e663-43ce-8c93-fb7e176e26f8 · outbound

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

Scalable Chain of Thoughts via Elastic Reasoning L1: Controlling how long a reasoning model thinks with reinforcement learning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:13:34.943467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fcf60001-2328-436f-bfb1-d2b8a4653b88 · outbound

This paper cites Training language models to reason efficiently, 2025.

Scalable Chain of Thoughts via Elastic Reasoning Training language models to reason efficiently, 2025

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:32.959897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b61773e-cd8c-4b32-ba7c-0445eb7be52a · outbound

This paper cites Precise Length Control in Large Language Models.

Scalable Chain of Thoughts via Elastic Reasoning Precise Length Control in Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:32.964111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65b7180c-4bbe-43f6-9f1c-6911fbc7cf7a · outbound

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

Scalable Chain of Thoughts via Elastic Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:32.968048Z

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Observation 453f88fb-9094-4b0b-84f5-f2c366477afc · outbound

This paper cites RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment.

Scalable Chain of Thoughts via Elastic Reasoning RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:32.973032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 770eec24-09d4-4663-b05c-de32a543c3e4 · outbound

This paper cites RLHF Workflow: From Reward Modeling to Online RLHF.

Scalable Chain of Thoughts via Elastic Reasoning RLHF Workflow: From Reward Modeling to Online RLHF

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:32.977094Z

Source-reported events for the cited work

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Observation 087c3512-07f1-4a7b-b55a-b9bdd15585e3 · outbound

This paper cites Virgo: A Preliminary Exploration on Reproducing o1-like MLLM.

Scalable Chain of Thoughts via Elastic Reasoning Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:32.982540Z

Source-reported events for the cited work

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Observation 2f9de660-0c38-4451-88ba-cb60b1cd23c0 · outbound

This paper cites Reasoning without self-doubt: More efficient chain-of-thought through certainty probing.

Scalable Chain of Thoughts via Elastic Reasoning Reasoning without self-doubt: More efficient chain-of-thought through certainty probing

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:13:34.777149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1c98f96c-7cda-4c7b-9de1-f8af506ecdd8 · outbound

This paper cites Omni-math: A universal olympiad level mathematic benchmark for large language models,.

Scalable Chain of Thoughts via Elastic Reasoning Omni-math: A universal olympiad level mathematic benchmark for large language models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:32.991629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28ad1da6-120d-4459-b703-e774bc1ad790 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Scalable Chain of Thoughts via Elastic Reasoning Training Large Language Models to Reason in a Continuous Latent Space

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.083469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2344552b-2606-474e-a564-12f03bad260d · outbound

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

Scalable Chain of Thoughts via Elastic Reasoning Measuring mathematical problem solving with the math dataset,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.087259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcd50108-7ad4-42a2-9449-92aac1fbc1a5 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

Scalable Chain of Thoughts via Elastic Reasoning LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.096078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 450afe19-d9d0-4b32-a33f-c4f0336f598d · outbound

This paper cites Prompt-Based Length Controlled Generation with Reinforcement Learning.

Scalable Chain of Thoughts via Elastic Reasoning Prompt-Based Length Controlled Generation with Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.099364Z

Source-reported events for the cited work

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Observation 58281539-0583-4c02-bedf-06e61b879666 · outbound

This paper cites C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness.

Scalable Chain of Thoughts via Elastic Reasoning C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.103929Z

Source-reported events for the cited work

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Observation 9a8e00ab-e919-4b77-8a3e-ac4f8a75fbdd · outbound

This paper cites Solving Quantitative Reasoning Problems with Language Models.

Scalable Chain of Thoughts via Elastic Reasoning Solving Quantitative Reasoning Problems with Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.107297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e538ce1f-d0d9-4839-a2d3-e27655a359db · outbound

This paper cites TACO: Topics in Algorithmic COde generation dataset.

Scalable Chain of Thoughts via Elastic Reasoning TACO: Topics in Algorithmic COde generation dataset

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.111620Z

Source-reported events for the cited work

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Observation 1290bebf-fbac-4ed7-a7f8-f0f9cdbdbe46 · outbound

This paper cites Reward-Guided Speculative Decoding for Efficient LLM Reasoning.

Scalable Chain of Thoughts via Elastic Reasoning Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.115987Z

Source-reported events for the cited work

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Observation c3b5f27e-2509-4e04-8107-b5166e5a1753 · outbound

This paper cites Is your code generated by chatGPT really correct? rigorous evaluation of large language models for code generation,.

Scalable Chain of Thoughts via Elastic Reasoning Is your code generated by chatGPT really correct? rigorous evaluation of large language models for code generation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:13:34.705827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 37b5c9ba-9f3e-4194-833e-df3ea6d489d1 · outbound

This paper cites O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning.

Scalable Chain of Thoughts via Elastic Reasoning O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.221406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03d2c18b-6d3e-44c0-9b88-8e7ab36e462b · outbound

This paper cites Deepcoder: A fully open-source 14b coder at o3-mini level.

Scalable Chain of Thoughts via Elastic Reasoning Deepcoder: A fully open-source 14b coder at o3-mini level

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:13:34.492547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 703805f8-5b90-4988-9c5d-87db51778b09 · outbound

This paper cites Tang, Manan Roongta, Colin Cai, et al.

Scalable Chain of Thoughts via Elastic Reasoning Tang, Manan Roongta, Colin Cai, et al

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:13:34.479678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3f482970-a2be-4531-b360-e0065a7f702a · outbound

This paper cites Synthetic-1: Two million collaboratively generated reasoning traces from deepseek-r1, 2025.

Scalable Chain of Thoughts via Elastic Reasoning Synthetic-1: Two million collaboratively generated reasoning traces from deepseek-r1, 2025

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:13:34.333297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d424a148-6c19-445b-ae03-6660167c7c15 · outbound

This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.

Scalable Chain of Thoughts via Elastic Reasoning Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.297425Z

Source-reported events for the cited work

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Observation 97dc4ca4-2560-45e3-816b-e151600b0d38 · outbound

This paper cites s1: Simple test-time scaling.

Scalable Chain of Thoughts via Elastic Reasoning s1: Simple test-time scaling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.302622Z

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Observation a2bdc37c-0cd6-496c-916e-c94a8d0ed861 · outbound

This paper cites OpenAI o1 System Card.

Scalable Chain of Thoughts via Elastic Reasoning OpenAI o1 System Card

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.306905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76453cb6-ab27-4fb2-a1c0-6d1c1392b019 · outbound

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

Scalable Chain of Thoughts via Elastic Reasoning O1 Replication Journey: A Strategic Progress Report -- Part 1

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.312069Z

Source-reported events for the cited work

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Observation 0f1ec884-3e7f-4cec-8db0-1beaea463d3d · outbound

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

Scalable Chain of Thoughts via Elastic Reasoning Direct preference optimization: Your language model is secretly a reward model

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.315984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03f684dd-508c-4022-821a-7a9c4d18a681 · outbound

This paper cites Reasoning with Latent Thoughts: On the Power of Looped Transformers.

Scalable Chain of Thoughts via Elastic Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.320351Z

Source-reported events for the cited work

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Observation 7866df42-5973-4ecc-86a2-ffd44e47aade · outbound

This paper cites Proximal Policy Optimization Algorithms.

Scalable Chain of Thoughts via Elastic Reasoning Proximal Policy Optimization Algorithms

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.393191Z

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Observation 4002f6a6-3b04-4a51-9226-8c513dc95739 · outbound

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

Scalable Chain of Thoughts via Elastic Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.436787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68b2a0a7-878a-41fe-b5c4-f6a6936c89cb · outbound

This paper cites Efficient Reasoning with Hidden Thinking.

Scalable Chain of Thoughts via Elastic Reasoning Efficient Reasoning with Hidden Thinking

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.441385Z

Source-reported events for the cited work

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Observation e9a4a991-0112-4090-87b3-1bb750967799 · outbound

This paper cites A Long Way to Go: Investigating Length Correlations in RLHF.

Scalable Chain of Thoughts via Elastic Reasoning A Long Way to Go: Investigating Length Correlations in RLHF

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.475297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a710d356-502e-4dbd-9434-027b6be294b3 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Scalable Chain of Thoughts via Elastic Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.547529Z

Source-reported events for the cited work

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Observation ef4bf2e7-01c8-44d8-a50b-8963d2c64507 · outbound

This paper cites an unresolved cited work.

Scalable Chain of Thoughts via Elastic Reasoning Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:13:34.260723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3bdaf5cf-c16d-4250-82c2-11f5f2ac4a49 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Scalable Chain of Thoughts via Elastic Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.556017Z

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Observation 6006ba71-2de4-40cf-82ad-4f16715e01e0 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Scalable Chain of Thoughts via Elastic Reasoning Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.561047Z

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Observation feeeb000-2fd4-4c09-befc-6a670e4484d1 · outbound

This paper cites Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models.

Scalable Chain of Thoughts via Elastic Reasoning Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.617554Z

Source-reported events for the cited work

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Observation 1044172e-f93b-435e-aac4-4ae269e5bcd1 · outbound

This paper cites A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce.

Scalable Chain of Thoughts via Elastic Reasoning A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.633613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7840a340-42c9-4ada-a926-8534ee4d2064 · outbound

This paper cites Self-rewarding correction for mathematical reasoning.

Scalable Chain of Thoughts via Elastic Reasoning Self-rewarding correction for mathematical reasoning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.639132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5d9332b-047f-4d61-a180-41f7b770a865 · outbound

This paper cites ThinK: Thinner Key Cache by Query-Driven Pruning.

Scalable Chain of Thoughts via Elastic Reasoning ThinK: Thinner Key Cache by Query-Driven Pruning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.644818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8cba763-fae0-422b-9941-772a8560fa82 · outbound

This paper cites Distilling System 2 into System 1.

Scalable Chain of Thoughts via Elastic Reasoning Distilling System 2 into System 1

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.706103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1a667b2-d7b9-4688-9e1c-ef5e0a0a2d30 · outbound

This paper cites Following Length Constraints in Instructions.

Scalable Chain of Thoughts via Elastic Reasoning Following Length Constraints in Instructions

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.814181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e16bfbfd-01f1-47e5-bba8-94e71c4ab360 · outbound

This paper cites Star: Bootstrapping reasoning with reasoning.Advances in Neural Information Processing Systems, 35:15476–15488, 2022.

Scalable Chain of Thoughts via Elastic Reasoning Star: Bootstrapping reasoning with reasoning.Advances in Neural Information Processing Systems, 35:15476–15488, 2022

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.818127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ca5e44e-3292-4b7e-88e0-503a260a110f · outbound

This paper cites o1-Coder: an o1 Replication for Coding.

Scalable Chain of Thoughts via Elastic Reasoning o1-Coder: an o1 Replication for Coding

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.822093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e454d4c7-4e33-4ba7-85c4-d4ec8041f8cd · outbound

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

Scalable Chain of Thoughts via Elastic Reasoning Measuring Mathematical Problem Solving With the MATH Dataset

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.091739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad21736b-e9e2-4ddf-843c-26f30aefda11 · outbound

This paper cites an unresolved cited work.

Scalable Chain of Thoughts via Elastic Reasoning Unresolved cited work

Reference 2023

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:13:34.639574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a5364498-39a8-45b3-8a96-52315643c180 · outbound

This paper cites Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models.

Scalable Chain of Thoughts via Elastic Reasoning Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T23:13:33.032839Z

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Pith citing papers

Observation 689ae111-0354-45ca-83ad-6acedbf9d3e4 · inbound

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

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Scalable Chain of Thoughts via Elastic Reasoning

Reference 207

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:57.194947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 515e1ab3-531f-4550-b5f1-783b83f88ef4 · inbound

Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement cites this paper.

Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement Scalable Chain of Thoughts via Elastic Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T22:11:33.975998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1a8cdf3-9093-43e4-b5df-b24053add6fd · inbound

How Far Are We from Optimal Reasoning Efficiency? cites this paper.

How Far Are We from Optimal Reasoning Efficiency? Scalable Chain of Thoughts via Elastic Reasoning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:49:39.585269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06fce0de-9d53-4c7f-9090-1838a236a2ae · inbound

GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning cites this paper.

GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning Scalable Chain of Thoughts via Elastic Reasoning

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:48:27.153354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ccfdd36d-26f2-471b-af18-0f05f4ecf18a · inbound

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs cites this paper.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Scalable Chain of Thoughts via Elastic Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:10.016291Z

Source-reported events for the cited work

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Observation 4bd5b185-4f7b-4772-8e43-f981d59581ff · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Scalable Chain of Thoughts via Elastic Reasoning

Reference 216

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.932782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4571c65-7566-4e78-958d-fde3db65fa6b · inbound

Hierarchical Budget Policy Optimization for Adaptive Reasoning cites this paper.

Hierarchical Budget Policy Optimization for Adaptive Reasoning Scalable Chain of Thoughts via Elastic Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:31:28.757943Z

Source-reported events for the cited work

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Observation 8ef1622a-9899-4a28-8162-539dc8bc2530 · inbound

Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers cites this paper.

Mid-Think: Training-Free Intermediate-Budget Reasoning via Token-Level Triggers Scalable Chain of Thoughts via Elastic Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T11:16:00.457135Z

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Unavailable: canonical work link unavailable.

Observation f4390a6a-f3f5-4d4a-95c3-04616de8a16d · inbound

Beyond Variance: Prompt-Efficient RLVR via Rare-Event Amplification and Bidirectional Pairing cites this paper.

Beyond Variance: Prompt-Efficient RLVR via Rare-Event Amplification and Bidirectional Pairing Scalable Chain of Thoughts via Elastic Reasoning

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:27:36.760574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e2264ced-d91f-4783-9410-0077eb8f2d25 · inbound

Procedural Knowledge at Scale Improves Reasoning cites this paper.

Procedural Knowledge at Scale Improves Reasoning Scalable Chain of Thoughts via Elastic Reasoning

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:08:20.421932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e5f658ce-3664-45a1-9059-bf3966cc274f · inbound

Procedural Knowledge at Scale Improves Reasoning cites this paper.

Procedural Knowledge at Scale Improves Reasoning Scalable Chain of Thoughts via Elastic Reasoning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T17:00:35.092487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abcbc386-cc99-40fb-a258-42c11cff21d6 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Scalable Chain of Thoughts via Elastic Reasoning

Reference 231

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.281104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 74271b24-26a9-4d75-b3ab-132d24436247 · inbound

The Coupling Tax: How Shared Token Budgets Undermine Visible Chain-of-Thought Under Fixed Output Limits cites this paper.

The Coupling Tax: How Shared Token Budgets Undermine Visible Chain-of-Thought Under Fixed Output Limits Scalable Chain of Thoughts via Elastic Reasoning

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T03:30:55.707568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.