Paper Citation Record · LEDGER

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

As of 12 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 14 inbound Pith citation observations for arXiv:2502.02508.

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

pith.paper-citation-record.v1
2502.02508 v3

Coverage vector

measured 84 of 84 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:57:49.117837Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:40:36.038438Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T05:57:41.429120Z

Reference resolution

84 of 84 outbound references displayed

verified exact0
verified fuzzy31
unresolved53
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1229900a-f24d-4041-8375-33a12896dd33 · outbound

This paper cites ( s + 2) ( 2.4− t 60 ) = 9 Let’s solve these equations step by step.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ( s + 2) ( 2.4− t 60 ) = 9 Let’s solve these equations step by step

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:50.209342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad843070-ac30-4804-a4dd-5e40acc01e59 · outbound

This paper cites Self- consistency improves chain of thought reasoning in lan- guage models,.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Self- consistency improves chain of thought reasoning in lan- guage models,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.754123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22b49c8f-5b87-473f-b689-220da3b35a17 · outbound

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

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.758762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4c20d2e-04df-4ed4-ad19-030622c80607 · outbound

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

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.763506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f07620ed-7ca1-4ac4-9df6-786b49367384 · outbound

This paper cites Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.773155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2ac63d0-277d-4136-855b-3533293a6cef · outbound

This paper cites Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.778636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c692f436-95e2-4d79-8f9f-7afaea91f86f · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.066840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c1d70402-b030-47bc-b71a-db2d3020a1d0 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.053463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a4e8493c-1a30-45a9-b0bd-7bf9cab9f7c4 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.040040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7f7acff6-6204-4b09-a876-a4dc6805cb13 · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.797404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d6d1d30-2b9b-442a-8479-e85dc2cdf8fd · outbound

This paper cites FIMO: A Challenge Formal Dataset for Automated Theorem Proving.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search FIMO: A Challenge Formal Dataset for Automated Theorem Proving

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.802192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf00df94-b20b-4b68-8a09-efa45ca0b981 · outbound

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

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.815737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17b21789-6b6d-49df-8266-65ab88b727f1 · outbound

This paper cites The final answer is: 7 Figure 6: Math Domain Example.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search The final answer is: 7 Figure 6: Math Domain Example

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.820421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4951b2ab-7486-4d87-abd6-a331eddc6b91 · outbound

This paper cites - For p = 2: The exponent in 17! is 15.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search - For p = 2: The exponent in 17! is 15

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:50.170634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 90b6fbf8-c42e-458b-be63-406341098dd8 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.196434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e10216c5-ea86-4ad2-832d-5319d6692a62 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.157546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f2b2bf08-6002-4209-9eba-b358a6efedc4 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.144768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e92b71bf-6983-4a18-854a-7f2ad207b046 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.131974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation abb21582-f2a0-4546-bc1c-a6fcfe9e8b39 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.119153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 777bdcce-ada4-49fc-97fb-1b9de9789362 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.106481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a8672318-e70f-4ff6-8aea-480f3952d479 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.093349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 87438d9e-6158-4009-9c43-d64daa440b31 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:50.080011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ce5e6b8e-8bcf-492d-850e-299148b484f4 · outbound

This paper cites - The liger is a physiotherapist.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search - The liger is a physiotherapist

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:50.027233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 02121093-8594-4fab-969a-83c14b37d159 · outbound

This paper cites - The dimensions of the box are 52.3 x 43.6 x 36.1 inches.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search - The dimensions of the box are 52.3 x 43.6 x 36.1 inches

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:50.013742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9523bf24-98d7-47d6-bb58-8f9ecaa43a15 · outbound

This paper cites - The seal hides the cards that she has from the bee but does not build a power plant near the green fields of the husky.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search - The seal hides the cards that she has from the bee but does not build a power plant near the green fields of the husky

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:50.000605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bf68543f-2169-4be7-8dd4-c5c382ab41d0 · outbound

This paper cites Therefore, the final answer is: True.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Therefore, the final answer is: True

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.987513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 44c8e436-d893-49ea-870e-02b0eb7a74ef · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.974480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3571d180-50a5-4a2b-9753-e55d5e86d7e4 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.961712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ea7231ba-b934-4bd9-aba9-6f1de521ebc8 · outbound

This paper cites Based on the facts above, answer the following question.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Based on the facts above, answer the following question

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.948650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 99591b1a-de19-4422-93e4-dbfbe821be49 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.935352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d4f71e77-8491-4029-ad36-21663d827ae3 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.922571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9c233a02-91d4-4681-a439-8cff21c8f94a · outbound

This paper cites Christopher Reeve’s spinal cord injury was severe, and he required specialized medical equipment and ongoing treatment.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Christopher Reeve’s spinal cord injury was severe, and he required specialized medical equipment and ongoing treatment

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.909191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fd1a1377-5d53-4f12-9b72-8680a4a240c4 · outbound

This paper cites The molar mass of Mg is 24.31 g/mol.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search The molar mass of Mg is 24.31 g/mol

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.895865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0dcf4edd-ccde-4e4f-907c-e2be8e9c3cae · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.882898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 69830b52-fb84-451f-88ba-3d86a1614d41 · outbound

This paper cites Since the reaction occurs in a beaker and the volume change is significant, we need to consider the external pressure and the change in volume.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Since the reaction occurs in a beaker and the volume change is significant, we need to consider the external pressure and the change in volume

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.869824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2c19af94-8fab-42ae-8de9-effd2345dfb4 · outbound

This paper cites Here, text = ’ertubwi’ , sep = ’p’ , and maxsplit = 5.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Here, text = ’ertubwi’ , sep = ’p’ , and maxsplit = 5

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.856599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ba60185a-c98c-40c9-a26a-1ba0eee35b54 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.843271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ec314509-d6d9-4609-9331-5d69742a99f6 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.830571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b6ca5d4f-7b25-4fdd-856f-60c266f740d1 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.817832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 349d8217-d6a6-45f3-870e-cd1e5e910ed8 · outbound

This paper cites Let’s consider the correct approach:.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Let’s consider the correct approach:

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.805212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f816ac15-1d9a-4c7d-a835-3929024227bd · outbound

This paper cites Given the function’s behavior and the input, the correct approach is to split the string into two equal parts and reverse the first part.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Given the function’s behavior and the input, the correct approach is to split the string into two equal parts and reverse the first part

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.792615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 86edcf3a-a8eb-42be-8f1e-bd830876c99a · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.779702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8ecbffa9-686f-4070-b627-d7e3800d4444 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.766859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 05b90b56-5fab-4fb8-aca9-12731434e318 · outbound

This paper cites Therefore, the final answer is: uertpbwi.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Therefore, the final answer is: uertpbwi

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.754569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1ca2df08-b4d2-4b80-aee0-0bf7aad63402 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.741549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c5f63040-891e-405e-b8bd-d9d959bff08f · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.729279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation abb1883f-114f-4317-9126-d9c4c5187dea · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.716694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3e88025a-aafd-41ca-a416-84d63f7d2690 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.703827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ceeaa65e-5ae9-4037-8c03-29b00904140d · outbound

This paper cites superhuman.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search superhuman

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.690490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 825bd4f2-9bbf-4372-8d44-9d73c49354da · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.677070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f374d70c-f487-4960-b004-b9010dd17816 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.663891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 440fd80b-05ef-4887-94d2-c5c0950a5070 · outbound

This paper cites $x$\", (high, 0), E); label(\.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search $x$\", (high, 0), E); label(\

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:50.183460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a98f65f2-ce8b-4bd4-9cd3-4a3eb0c65d48 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.650716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6acb6765-8bdd-49c4-8d36-86741e19e657 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.637406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8cc3729f-f38e-4e13-af50-12adacdcab2c · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.624675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fdf46ab8-92e1-40e4-87dd-0dd07027af26 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.612216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3bb8c525-c608-422b-bad7-b8df7e631eb8 · outbound

This paper cites The prompt templates for these situations are detailed in Appendix D.1.1.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search The prompt templates for these situations are detailed in Appendix D.1.1

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.599320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 73504001-38ec-4431-a69c-b15472a3f8fd · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.586401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f9036570-0158-46fc-a653-4793b71f957f · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.573534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2be8cf18-cc91-498b-8c66-97132679f4f4 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.560445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a31b254e-eaf5-4416-b473-50d75e761889 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.547163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 21746f7e-f1ff-437a-9a0f-a5188a9b3e90 · outbound

This paper cites Therefore, the final answer is: $\boxed{answer}$.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Therefore, the final answer is: $\boxed{answer}$

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.533673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 74f75386-9f21-4dbb-a897-5a9759c8299b · outbound

This paper cites Verify: [brief explanation of why you are correct with one sentence].

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Verify: [brief explanation of why you are correct with one sentence]

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.520413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b8140fec-c184-44ac-ba4f-ba4d59b635a4 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.506941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8e954bae-307e-4996-a927-807d6d650c62 · outbound

This paper cites ground truth solution.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ground truth solution

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.492947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5145fcb8-f4d6-446b-b393-24040ba1a788 · outbound

This paper cites Your task is to carefully review your own solution to a math problem, and adhere to the following guidelines:.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Your task is to carefully review your own solution to a math problem, and adhere to the following guidelines:

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.479751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 001184a8-ab1d-465f-bf9a-98620a7691d4 · outbound

This paper cites In Step <id>: [brief explanation of the mistake with one sentence].

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search In Step <id>: [brief explanation of the mistake with one sentence]

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.466269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 175599de-f265-4d54-94bb-a9a071bf276b · outbound

This paper cites Alternatively: [your suggested step with one sentence].

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Alternatively: [your suggested step with one sentence]

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.452554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5ec0956c-14ff-4e15-9f1b-8914bc491e99 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.438562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 12b31eee-316f-4c46-a17b-ac1890d98f6e · outbound

This paper cites ground truth solution.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ground truth solution

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.425042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 87e3eeb2-83dd-4dff-89fa-3a4ca5684bce · outbound

This paper cites You are collaborating with a partner to solve math problems.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search You are collaborating with a partner to solve math problems

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.411650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d0f29297-4655-444c-9f67-15c26dcb8c94 · outbound

This paper cites Your partner’s partial solution.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Your partner’s partial solution

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.398107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 68dcfcd3-ac7a-4ee1-bcfc-b54d0dd5352a · outbound

This paper cites Your partner’s partial solution.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Your partner’s partial solution

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.383765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 49e2bf81-44b6-4ce0-853b-db0cf2e0b213 · outbound

This paper cites Alternatively: [your suggested step with one sentence].

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Alternatively: [your suggested step with one sentence]

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.368878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1eb586c8-faf3-4076-939e-fca111bc0d06 · outbound

This paper cites an unresolved cited work.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-09T11:57:49.354962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b8929a89-83dd-49ab-9288-3c0f08af1672 · outbound

This paper cites ground truth solution.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ground truth solution

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.340855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 343bcb62-c7e8-47c8-acc6-b67a5f3a413d · outbound

This paper cites DO NOT refer to any mistake in your partner’s partial solution.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search DO NOT refer to any mistake in your partner’s partial solution

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.327010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f3f5fad2-c131-4f0f-be50-f619e458dcd5 · outbound

This paper cites three two five.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search three two five

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T11:57:49.311495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2bd64f1d-4468-408b-a609-8a5c9002de74 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Proximal Policy Optimization Algorithms

Reference 668

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.792502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48295069-fb9a-405b-bdbc-fd320cc7f24f · outbound

This paper cites Efficient reductions for imitation learning,.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Efficient reductions for imitation learning,

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.788137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25f66ac8-423b-486c-9a92-82531b4a572c · outbound

This paper cites The CLRS-Text Algorithmic Reasoning Language Benchmark.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search The CLRS-Text Algorithmic Reasoning Language Benchmark

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.811186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b043971-f640-4552-aee1-adc2149f58f7 · outbound

This paper cites Im- itation learning: A survey of learning methods,.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Im- itation learning: A survey of learning methods,

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.783650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74fa24fa-07e2-48f0-99c3-4e3cb1325270 · outbound

This paper cites OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.748398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18646795-6beb-43db-b12b-d781a9d6c42c · outbound

This paper cites CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge.

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge

Reference 3634

Resolution: unresolved; no resolver link, observed 2026-08-09T11:57:48.806698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3dce8e4f-0f9d-4d11-a579-5c0aabe028d2 · inbound

Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling cites this paper.

Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T14:40:36.038438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9a615c3-b6df-4fb9-b809-2dc43c1778f4 · inbound

From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.

From System 1 to System 2: A Survey of Reasoning Large Language Models Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 247

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:36:24.423192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 44ac4dce-7654-4d1a-88b3-5134cc8e77f0 · inbound

Divide-Fuse-Conquer: Eliciting "Aha Moments" in Multi-Scenario Games cites this paper.

Divide-Fuse-Conquer: Eliciting "Aha Moments" in Multi-Scenario Games Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:04.324930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ecac6f-8fb3-4663-a6a9-f731e82367d8 · inbound

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering cites this paper.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:22.078456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fce8929-7c3b-4dd7-9c7f-21a23129442c · inbound

A Survey on Large Language Models for Mathematical Reasoning cites this paper.

A Survey on Large Language Models for Mathematical Reasoning Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T05:14:47.425928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f604a5e2-42d6-4142-893b-39539c96e298 · inbound

AdapThink: Adaptive Thinking Preferences for Reasoning Language Model cites this paper.

AdapThink: Adaptive Thinking Preferences for Reasoning Language Model Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:28:39.674751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3877bd5-b1fc-4b05-8349-1711b53a8446 · inbound

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL cites this paper.

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T04:42:06.395257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2465e9b8-0ca7-4897-9838-026eacf3cd3d · inbound

Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization cites this paper.

Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:28.211988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c5bfa9d-980d-4cbb-980e-0309ac158e4e · inbound

Confidence-Aware Alignment Makes Reasoning LLMs More Reliable cites this paper.

Confidence-Aware Alignment Makes Reasoning LLMs More Reliable Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:55:53.932850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 95abce7f-b9cf-4393-a279-22f842fa3615 · inbound

STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning cites this paper.

STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-20T20:49:00.696829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fb1c88c3-4325-4065-858e-d40580c05100 · inbound

REFLECTOR: Internalizing Step-wise Reflection against Indirect Jailbreak cites this paper.

REFLECTOR: Internalizing Step-wise Reflection against Indirect Jailbreak Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T06:19:41.990511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4dae21f0-5cb3-4497-ac38-039c04402437 · inbound

Efficient Agentic Reasoning Through Self-Regulated Simulative Planning cites this paper.

Efficient Agentic Reasoning Through Self-Regulated Simulative Planning Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:34:41.015581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d65c1290-9258-4ad1-accd-ea2af3017a66 · inbound

On the Generalization Gap in Self-Evolving Language Model Reasoning cites this paper.

On the Generalization Gap in Self-Evolving Language Model Reasoning Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-28T17:22:24.890131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 545b8966-bd2a-4b23-b2e0-185011057ac0 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 208

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.430647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.