Paper Citation Record · LEDGER

Reinforced Language Models for Sequential Decision Making

As of 9 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2508.10839.

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

pith.paper-citation-record.v1
2508.10839 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:20:56.723685Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

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

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T06:44:28.552513Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T06:47:27.135925Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy6
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc974d6f-2720-497d-8179-7b6803162c93 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Reinforced Language Models for Sequential Decision Making , " * write output.state after.block = add.period write newline

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:21:00.378253Z

Source-reported events for the cited work

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

Observation 6786b4fd-cb1d-4dfe-8e02-4f79bbaabca2 · outbound

This paper cites write newline.

Reinforced Language Models for Sequential Decision Making write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:53.598487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f7e173b-2edd-4965-82cb-0502505ecd5f · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:53.664054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a85edd25-c227-4cdc-a376-494d2f734fb4 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:21:00.200912Z

Source-reported events for the cited work

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

Observation fe43891f-efe5-4332-88fd-ba8d3b1a22d2 · outbound

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

Reinforced Language Models for Sequential Decision Making DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:53.799169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 211b3b15-0822-47f1-a202-816c7a2cd241 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:21:00.069380Z

Source-reported events for the cited work

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

Observation 6331ee09-c3a0-4477-8cb5-3373dce81642 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:59.923308Z

Source-reported events for the cited work

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

Observation a35cd3c0-c1b6-4e4b-bdbb-680e44d431d2 · outbound

This paper cites A.; Bernstein, D.

Reinforced Language Models for Sequential Decision Making A.; Bernstein, D

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:20:59.819666Z

Source-reported events for the cited work

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

Observation c16c6a00-d1fe-4f2f-a93f-369528e211ca · outbound

This paper cites T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling.

Reinforced Language Models for Sequential Decision Making T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:54.083020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b7cefc6-3ed0-4b60-8b31-63ef294136ee · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:59.658999Z

Source-reported events for the cited work

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

Observation 24b0cb18-55f0-4650-b89c-637c4f8ce916 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:59.551565Z

Source-reported events for the cited work

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

Observation 928fb816-b6c9-4941-9b71-324f10ca7d27 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:59.435228Z

Source-reported events for the cited work

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

Observation 8a8570bd-8a71-442c-b15f-4fe34a1b0797 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:59.288591Z

Source-reported events for the cited work

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

Observation d9191b20-4cca-4422-824f-2d124ffdc844 · outbound

This paper cites HMCF: A Human-in-the-loop Multi-Robot Collaboration Framework Based on Large Language Models.

Reinforced Language Models for Sequential Decision Making HMCF: A Human-in-the-loop Multi-Robot Collaboration Framework Based on Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:54.486456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a12a504d-2e2d-4c62-81a3-dd81429bcd31 · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

Reinforced Language Models for Sequential Decision Making Playing Atari with Deep Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:54.531721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2b58967-429c-4a92-99c2-94d717356c35 · outbound

This paper cites ROS-LLM: A ROS framework for embodied AI with task feedback and structured reasoning.

Reinforced Language Models for Sequential Decision Making ROS-LLM: A ROS framework for embodied AI with task feedback and structured reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:54.604148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3cdc1d5-b022-4c21-801d-868b5f0f3c3a · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:59.108432Z

Source-reported events for the cited work

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

Observation 5d520b1a-4fe6-4431-a27a-8e6ab58e5c4c · outbound

This paper cites GPT-4o System Card.

Reinforced Language Models for Sequential Decision Making GPT-4o System Card

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:54.757877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 292b3ed9-5318-4fad-9e5d-8a22f21c988e · outbound

This paper cites L.; Mishkin, P.; Zhang, C.; et al.

Reinforced Language Models for Sequential Decision Making L.; Mishkin, P.; Zhang, C.; et al

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:20:58.945154Z

Source-reported events for the cited work

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

Observation 2086a6f9-418d-40f4-b5a4-18d3fbaad7c4 · outbound

This paper cites E.; Zhang, K.; and Kim, J.-K.

Reinforced Language Models for Sequential Decision Making E.; Zhang, K.; and Kim, J.-K

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:20:58.761059Z

Source-reported events for the cited work

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

Observation 71ab2df3-6d4c-4faa-acd8-83a998f305dd · outbound

This paper cites Qwen2.5 Technical Report.

Reinforced Language Models for Sequential Decision Making Qwen2.5 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:54.970183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f2007e4-d43b-4ece-837b-84e0da47fcc6 · outbound

This paper cites D.; Ermon, S.; and Finn, C.

Reinforced Language Models for Sequential Decision Making D.; Ermon, S.; and Finn, C

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:20:58.602951Z

Source-reported events for the cited work

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

Observation a9c1cf07-8a3e-405c-80ad-0554d94eb40b · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:58.427076Z

Source-reported events for the cited work

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

Observation a4e8f578-d9bd-4c4e-9317-a8bbb40a3c05 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Reinforced Language Models for Sequential Decision Making Proximal Policy Optimization Algorithms

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:55.288861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01358c47-70f4-42e0-908f-653b73d2922d · outbound

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

Reinforced Language Models for Sequential Decision Making DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:55.391055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3d96199-7a37-41cf-8670-755e8fc51ade · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:58.232517Z

Source-reported events for the cited work

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

Observation 9bbcb265-1e03-4565-aa61-613f49a04724 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:58.085462Z

Source-reported events for the cited work

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

Observation 7685cd1e-7d05-46b8-90dd-410be04f9488 · outbound

This paper cites S.; and Barto, A.

Reinforced Language Models for Sequential Decision Making S.; and Barto, A

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:20:57.893391Z

Source-reported events for the cited work

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

Observation abc864c5-5297-4f6a-9b4b-d9f0d577812a · outbound

This paper cites Evaluation of Large Language Models for Decision Making in Autonomous Driving.

Reinforced Language Models for Sequential Decision Making Evaluation of Large Language Models for Decision Making in Autonomous Driving

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:55.719918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89f3a3cf-3e89-4dfa-88ac-74780d480c2f · outbound

This paper cites Gymnasium: A Standard Interface for Reinforcement Learning Environments.

Reinforced Language Models for Sequential Decision Making Gymnasium: A Standard Interface for Reinforcement Learning Environments

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:55.795118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dd9dd30-5aab-4cc1-9ac1-a8b1a95dda1a · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:57.761463Z

Source-reported events for the cited work

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

Observation dc262115-c184-4fe5-b0d6-36fa21ffa1a7 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:57.616584Z

Source-reported events for the cited work

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

Observation 5f42ce11-bc78-47e2-af30-ec53f906a553 · outbound

This paper cites Reinforcement Learning for Reasoning in Large Language Models with One Training Example.

Reinforced Language Models for Sequential Decision Making Reinforcement Learning for Reasoning in Large Language Models with One Training Example

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.054801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8aaccf3a-20ba-495a-88f2-cf358bd7790b · outbound

This paper cites RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning.

Reinforced Language Models for Sequential Decision Making RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.119890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa594cb-4c8a-478f-ae57-3b1519b1ff55 · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:57.427388Z

Source-reported events for the cited work

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

Observation 3486c8ef-1a95-45c4-9c0e-dbe2f1a955d4 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Reinforced Language Models for Sequential Decision Making ReAct: Synergizing Reasoning and Acting in Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.253277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c039a950-0021-4e08-ad64-583bfbda2dcc · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Reinforced Language Models for Sequential Decision Making DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.318703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 480a7a2d-b987-4bcd-b671-16d83a504fa6 · outbound

This paper cites Building Cooperative Embodied Agents Modularly with Large Language Models.

Reinforced Language Models for Sequential Decision Making Building Cooperative Embodied Agents Modularly with Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.360454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f19ef7d3-1b2c-4a0d-9504-ef08ea9118b9 · outbound

This paper cites Group Sequence Policy Optimization.

Reinforced Language Models for Sequential Decision Making Group Sequence Policy Optimization

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.475462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bed92c2-63fe-4f30-be1e-1285c0b08239 · outbound

This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.

Reinforced Language Models for Sequential Decision Making DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.530570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ee1f6f-2450-4e74-b775-ef523dadca71 · outbound

This paper cites DPO Meets PPO: Reinforced Token Optimization for RLHF.

Reinforced Language Models for Sequential Decision Making DPO Meets PPO: Reinforced Token Optimization for RLHF

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.616695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34b45a5f-aca1-4bfe-a42f-8cc1569ff09b · outbound

This paper cites an unresolved cited work.

Reinforced Language Models for Sequential Decision Making Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:20:57.294600Z

Source-reported events for the cited work

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

Observation 30982ed7-f0ed-41fd-8af0-906022070f59 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

Reinforced Language Models for Sequential Decision Making Fine-Tuning Language Models from Human Preferences

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:56.723685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 759d0bba-280a-4393-9ad9-cc3baaeb6ec2 · inbound

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse cites this paper.

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse Reinforced Language Models for Sequential Decision Making

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:26:19.011453Z

Source-reported events for the cited work

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

Observation 8bf19e1c-060b-42d3-80d1-189e0a0ccc6c · inbound

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse cites this paper.

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse Reinforced Language Models for Sequential Decision Making

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:47:27.138826Z

Source-reported events for the cited work

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