Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:06:08.486342Z
Paper Citation Record · LEDGER
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
As of 7 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 38 inbound Pith citation observations for arXiv:2505.16410.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:26:56.575865Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
82 of 82 outbound references displayed
- verified exact2
- verified fuzzy14
- unresolved65
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
3
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation a768c1a7-f587-45d9-afb8-9244aff5719c · outbound
This paper cites Pan, Wen Zhang, Huajun Chen, Fan Yang, Zenan Zhou, and Weipeng Chen.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Pan, Wen Zhang, Huajun Chen, Fan Yang, Zenan Zhou, and Weipeng Chen
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:02.921197Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a52689b-1077-4ebc-ab31-0003e6de246c · outbound
This paper cites an unresolved cited work.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:02.965213Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5f52244-f3d1-4478-92df-621630b3f6d6 · outbound
This paper cites An Empirical Study on Eliciting and Improving R1-like Reasoning Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning An Empirical Study on Eliciting and Improving R1-like Reasoning Models
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.057637Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08d50b1f-5230-48c6-9bf5-b7e9303ae65f · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Training Verifiers to Solve Math Word Problems
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.258543Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e0db75b-ba54-40fd-a9c3-04d5116bb108 · outbound
This paper cites Process Reinforcement through Implicit Rewards.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Process Reinforcement through Implicit Rewards
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.338887Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f2a9b67-4572-412c-9ed6-5b8da5fb3627 · outbound
This paper cites Reinforcement learning for reasoning in small llms: What works and what doesn’t.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Reinforcement learning for reasoning in small llms: What works and what doesn’t
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.410193Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9db8e6d8-9076-4853-be05-13d988fca364 · outbound
This paper cites Flashattention-2: Faster attention with better parallelism and work partitioning.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Flashattention-2: Faster attention with better parallelism and work partitioning
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.377945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8a01c378-6eea-464c-945e-8b952fd37e6d · outbound
This paper cites an unresolved cited work.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.575092Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 463ec17e-ac30-4bdb-8ea2-81a9d406ba19 · outbound
This paper cites Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.644180Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59afab32-de7d-400d-9f4e-bda9cdd99418 · outbound
This paper cites How abilities in large language models are affected by supervised fine-tuning data composition.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning How abilities in large language models are affected by supervised fine-tuning data composition
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.722976Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 534947a6-a771-46e7-89c1-5c0506bb8b8a · outbound
This paper cites Progressive Multimodal Reasoning via Active Retrieval.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Progressive Multimodal Reasoning via Active Retrieval
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.782011Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05b45d04-ff58-4c3c-9d94-db92a37592e5 · outbound
This paper cites Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.853422Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a8ccf65-cd6a-4971-93df-8ea0870efad9 · outbound
This paper cites The Llama 3 Herd of Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning The Llama 3 Herd of Models
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:03.926256Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 913923bf-d874-4927-8775-ad0923d608cb · outbound
This paper cites Concise reasoning via reinforcement learning, 2025.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Concise reasoning via reinforcement learning, 2025
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.356157Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f7aea587-87f7-4ccd-9cd7-cf89a904e6da · outbound
This paper cites Retool: Reinforcement learning for strategic tool use in llms, 2025.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Retool: Reinforcement learning for strategic tool use in llms, 2025
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.079207Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23cafa84-7db2-4b24-bf89-2225134fdcf0 · outbound
This paper cites Tora: A tool-integrated reasoning agent for mathematical problem solving.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Tora: A tool-integrated reasoning agent for mathematical problem solving
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.339342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f0ec14f4-adee-4938-ae80-09f21d6f692b · outbound
This paper cites Measuring mathematical problem solving with the MATH dataset.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Measuring mathematical problem solving with the MATH dataset
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.244504Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8458cacf-0f84-45b9-8de3-68df07e66012 · outbound
This paper cites Constructing A multi- hop QA dataset for comprehensive evaluation of reasoning steps.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Constructing A multi- hop QA dataset for comprehensive evaluation of reasoning steps
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.304466Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8588b63-1591-4eb6-bc10-acab3f7332ea · outbound
This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.343006Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9160051-d954-4e11-b638-b95197f87cbb · outbound
This paper cites Towards reasoning in large language models: A survey.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Towards reasoning in large language models: A survey
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.459705Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cddfc57-598a-4628-8a98-68a78fd6e4d9 · outbound
This paper cites RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.555452Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bffe5425-3732-4e3f-9c2d-fde963dae4b9 · outbound
This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.638038Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83ed383c-4019-413e-a777-e91fd6877bd9 · outbound
This paper cites FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.709451Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 200f13a6-785c-47f8-b91a-5eff891f837a · outbound
This paper cites InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.761722Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8416c664-e224-46e3-a43d-0bdebc16618d · outbound
This paper cites Retrieval-augmented generation for knowledge-intensive NLP tasks.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Retrieval-augmented generation for knowledge-intensive NLP tasks
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.311394Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation daa241b4-b288-4055-81b0-54ead7f9de7c · outbound
This paper cites DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:04.931191Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25f7b39c-0cb8-4f13-a9ed-05c22fd440b6 · outbound
This paper cites START: Self-taught Reasoner with Tools.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning START: Self-taught Reasoner with Tools
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.048539Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 283ff077-586d-43e1-8ac4-58ba3cee46c4 · outbound
This paper cites Chain of code: Reasoning with a language model-augmented code emulator.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Chain of code: Reasoning with a language model-augmented code emulator
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.302008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 57c7b695-3dee-4172-bfcc-48b6d2e5a6fe · outbound
This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Search-o1: Agentic Search-Enhanced Large Reasoning Models
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.190265Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04539f72-ae22-48f5-b753-e1a7d0010b5e · outbound
This paper cites WebThinker: Empowering Large Reasoning Models with Deep Research Capability.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning WebThinker: Empowering Large Reasoning Models with Deep Research Capability
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.232033Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3575f901-c584-4012-9934-210449d77720 · outbound
This paper cites RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.273622Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0dcaede-b418-4ca1-974f-bb7ca676e1a3 · outbound
This paper cites LIMR: Less is More for RL Scaling.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning LIMR: Less is More for RL Scaling
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.361350Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34f7b3a3-7b5c-4681-948c-188b4fc6f61e · outbound
This paper cites ToRL: Scaling Tool-Integrated RL.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning ToRL: Scaling Tool-Integrated RL
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.394679Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 745a06c8-a473-4d00-abe6-0858cc0119fd · outbound
This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning From System 1 to System 2: A Survey of Reasoning Large Language Models
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.495850Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aea5fb85-94ca-4a23-9392-ebdc726e520c · outbound
This paper cites Let’s verify step by step.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Let’s verify step by step
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.292687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6b7fd29a-5863-4e42-96ef-e1de6797f489 · outbound
This paper cites OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.698406Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 445726c9-8530-4733-8eca-b261283df9e9 · outbound
This paper cites GAIA: a benchmark for general AI assistants.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning GAIA: a benchmark for general AI assistants
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.280556Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 93a9665b-d25d-40fa-bd45-651c6f9aef19 · outbound
This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.887519Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf84693b-90e0-48cd-a54a-a6034290062d · outbound
This paper cites Learning to reason with llms, September 2024.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Learning to reason with llms, September 2024
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:05.988114Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3144e645-50d1-48ce-885a-71094a43d092 · outbound
This paper cites ART: Automatic multi-step reasoning and tool-use for large language models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning ART: Automatic multi-step reasoning and tool-use for large language models
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.095753Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f3d20e1-635b-4c5d-a32f-33d56633289f · outbound
This paper cites Humanity's Last Exam.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Humanity's Last Exam
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.199430Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8539a7f-3075-48f5-bbce-6105aff6cb86 · outbound
This paper cites Smith, and Mike Lewis.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Smith, and Mike Lewis
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.237798Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5233d9b-b8cd-4656-88ee-e72349f1e852 · outbound
This paper cites ToolRL: Reward is All Tool Learning Needs.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning ToolRL: Reward is All Tool Learning Needs
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.338068Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7298ef0-0a11-46c6-a798-9ec61ac14a85 · outbound
This paper cites Toolrl: Reward is all tool learning needs, 2025.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Toolrl: Reward is all tool learning needs, 2025
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.259059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0a372f50-8758-4b4f-b9b3-60ce4a8d6509 · outbound
This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.397967Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0adb45c0-3add-4d97-9c99-26536730064d · outbound
This paper cites O1 Replication Journey: A Strategic Progress Report -- Part 1.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning O1 Replication Journey: A Strategic Progress Report -- Part 1
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.440420Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2997ecbc-83d1-4c34-bf61-4ee3967d1677 · outbound
This paper cites Qwen2.5 technical report, 2024.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Qwen2.5 technical report, 2024
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.491523Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7e10529-5f86-489a-8250-4815c38c2293 · outbound
This paper cites Deepspeed: System optimizations enable training deep learning models with over 100 billion parameters.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Deepspeed: System optimizations enable training deep learning models with over 100 billion parameters
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.244120Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c0e5f2f0-0796-41dc-aa5e-5b70c7d0bdbd · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.594525Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00a5d9b7-a885-40fe-b01c-681f3acdd004 · outbound
This paper cites Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.664381Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93374031-0617-423a-82a1-ccf6d4d99499 · outbound
This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.718929Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fc324cf-9944-49e5-aea7-6b77dd04f0ab · outbound
This paper cites Curriculum learning: A survey.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Curriculum learning: A survey
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.233430Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a1453fd0-e7d7-43f6-806d-6f5e890cfc88 · outbound
This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.794401Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7c6dfe8-d0b4-4b8e-8f90-86b78c232e7b · outbound
This paper cites Zerosearch: Incentivize the search capability of llms without searching, 2025.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Zerosearch: Incentivize the search capability of llms without searching, 2025
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.835005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6e6190f-f8ce-4ad7-b7b1-f53ae29ec45d · outbound
This paper cites A Survey of Reasoning with Foundation Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning A Survey of Reasoning with Foundation Models
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:06.912225Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98a456f2-71ba-4ab3-acf7-9470f5701e26 · outbound
This paper cites Simpledeepsearcher: Deep information seeking via web-powered reasoning trajectory synthesis.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Simpledeepsearcher: Deep information seeking via web-powered reasoning trajectory synthesis
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.217964Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2c61a8ef-fdc0-4fec-bd37-f51574ecfb16 · outbound
This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.075956Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4530ae1-730f-487c-b9de-cd35b72a215c · outbound
This paper cites Qwq: Reflect deeply on the boundaries of the unknown.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Qwq: Reflect deeply on the boundaries of the unknown
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.190061Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e086096-b12f-4f26-82b3-691746961c7b · outbound
This paper cites LLaMA: Open and Efficient Foundation Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning LLaMA: Open and Efficient Foundation Language Models
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.292322Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41c61fc1-3617-4a5e-a0f4-9210c9366594 · outbound
This paper cites Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.353123Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 291d80f0-80dc-4ebd-a067-e19d68876a68 · outbound
This paper cites musique: Multihop questions via single-hop question composition.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning musique: Multihop questions via single-hop question composition
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.492226Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3927b1f-8cf6-41e1-a29e-5b85e26a419c · outbound
This paper cites Acting Less is Reasoning More! Teaching Model to Act Efficiently.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.633692Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abd5b097-0a92-431b-afce-308df4f64937 · outbound
This paper cites Text embeddings by weakly-supervised contrastive pre-training, 2024.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Text embeddings by weakly-supervised contrastive pre-training, 2024
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.793407Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6865c8fb-0fe2-458f-82c7-17d3d5577937 · outbound
This paper cites Reinforcement learning for reasoning in large language models with one training example, 2025.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Reinforcement learning for reasoning in large language models with one training example, 2025
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:07.888830Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c6d98e7-73d1-4a9f-823c-a9a0497ebfc8 · outbound
This paper cites Ragen: Understanding self-evolution in llm agents via multi-turn reinforcement learning, 2025.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Ragen: Understanding self-evolution in llm agents via multi-turn reinforcement learning, 2025
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.183390Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ce961658-b063-4860-8900-c03507313a72 · outbound
This paper cites WebWalker: Benchmarking LLMs in Web Traversal.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning WebWalker: Benchmarking LLMs in Web Traversal
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.136388Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc269afc-78f1-4380-933b-e35f5fe7a0d2 · outbound
This paper cites Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.224735Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fc8f876-fd04-4022-a5c7-510118aae02a · outbound
This paper cites Qwen2 Technical Report.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Qwen2 Technical Report
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.283937Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b498f759-afe6-4708-9ac1-e06713c18d97 · outbound
This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 71
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.324488Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 307a74a1-7a9a-47b0-b6d7-5d55cb513d6a · outbound
This paper cites Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs
Reference 72
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.363789Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e548cbf4-4dc3-4a94-8cd7-2d6e1c820185 · outbound
This paper cites an unresolved cited work.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Unresolved cited work
Reference 73
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.408176Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81248e37-f9ac-4e80-a775-969a6c60d58d · outbound
This paper cites LIMO: Less is More for Reasoning.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning LIMO: Less is More for Reasoning
Reference 74
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.440907Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4d0aa70-6d7d-4dfd-a556-9709db7a630e · outbound
This paper cites Reinforcement Learning with Knowledge Representation and Reasoning: A Brief Survey.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Reinforcement Learning with Knowledge Representation and Reasoning: A Brief Survey
Reference 75
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.455553Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c60b9b13-4423-4230-8314-19ace93877e5 · outbound
This paper cites SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models
Reference 76
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T15:06:08.651537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4ee74034-adfa-4c42-8c6b-7a8371bd8dbd · outbound
This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.462641Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 981b328b-5cad-4846-a3ff-9e4652bff27c · outbound
This paper cites Scaling Relationship on Learning Mathematical Reasoning with Large Language Models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Scaling Relationship on Learning Mathematical Reasoning with Large Language Models
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.466277Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d58cba6d-1eda-493c-91ec-c37fb3e07075 · outbound
This paper cites SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.469560Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba4b92eb-7b3e-4d32-9517-c76a3d75a398 · outbound
This paper cites Agent models: Internalizing Chain-of-Action Generation into Reasoning models.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Agent models: Internalizing Chain-of-Action Generation into Reasoning models
Reference 80
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:06:08.472839Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23835f8d-1b01-4f55-8421-2fea2308e4d4 · outbound
This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments
Reference 81
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-07T15:06:08.476018Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98931d4b-53cc-4d13-815c-8d322e3a3bf0 · outbound
This paper cites - t: Time spent in the coffee shop in minutes (which needs to be converted to hours since the other times are in hours).
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning - t: Time spent in the coffee shop in minutes (which needs to be converted to hours since the other times are in hours)
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.167010Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation be2b3f86-a863-4906-a4a4-aec64f33799c · outbound
This paper cites Converting t minutes to hours, we get t 60.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Converting t minutes to hours, we get t 60
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:06:09.155451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e10bd72b-7cc0-464e-9a4c-f2c71d769f71 · outbound
This paper cites {numerator}/{denominator}.
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning {numerator}/{denominator}
Reference 84
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T15:06:08.583497Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
Observation 26238ddb-55ef-4b2a-9f10-2735e6547f87 · inbound
Deep Research Agents: A Systematic Examination And Roadmap cites this paper.
Deep Research Agents: A Systematic Examination And Roadmap Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:26:56.575865Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57099b37-beae-4b05-a5c4-9e9ca5be68b5 · inbound
Leveraging LLM-Assisted Query Understanding for Live Retrieval-Augmented Generation cites this paper.
Leveraging LLM-Assisted Query Understanding for Live Retrieval-Augmented Generation Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:31:36.509403Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8249ae1b-0f50-430e-a455-2913c4bae6bd · inbound
A Survey of Context Engineering for Large Language Models cites this paper.
A Survey of Context Engineering for Large Language Models Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 231
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T20:58:45.317119Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 61e64d85-0ef9-4e7b-8d37-94c49eb4807c · inbound
AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning cites this paper.
AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:23:55.066336Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ec53e26-e08c-4eaa-b6f8-4349080788a5 · inbound
MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning cites this paper.
MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T10:17:13.551033Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c8e51c0-4b72-44f0-baa2-9ff8928beed1 · inbound
A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems cites this paper.
A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 18
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T23:21:42.329827Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d12bb68-7528-4280-9e78-e7c7d7d238ba · inbound
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL cites this paper.
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T23:57:31.860107Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c997f8d-da85-4462-888f-99a8a655b5c8 · inbound
A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.
A Survey of Reinforcement Learning for Large Reasoning Models Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 113
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T00:02:25.278117Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4cf73df6-8d84-4a8c-9504-70b53a7eb141 · inbound
Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs cites this paper.
Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:57:52.334039Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c39a617e-8a38-456c-a1b9-3b25bf595665 · inbound
Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.
Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T16:07:28.753936Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d53bfd2c-ef7d-496d-9924-bbd31e9e9dc6 · inbound
Learning How to Use Tools, Not Just When: Pattern-Aware Tool-Integrated Reasoning cites this paper.
Learning How to Use Tools, Not Just When: Pattern-Aware Tool-Integrated Reasoning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T14:49:51.555062Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72f33c36-2fab-44a6-93a7-49a1d4ea5b14 · inbound
Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory cites this paper.
Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:03:36.415695Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cca8698f-4717-4727-b186-7865c2f30559 · inbound
Reasoning and Tool-use Compete in Agentic RL:From Quantifying Interference to Disentangled Tuning cites this paper.
Reasoning and Tool-use Compete in Agentic RL:From Quantifying Interference to Disentangled Tuning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T05:56:57.071345Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2eee2387-aef1-4049-93d4-754602ccb4fc · inbound
Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation cites this paper.
Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T21:51:40.747261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 782c5788-7aec-4c3c-ac47-15f9e354c63a · inbound
From Pixels to Digital Agents: An Empirical Study on the Taxonomy and Technological Trends of Reinforcement Learning Environments cites this paper.
From Pixels to Digital Agents: An Empirical Study on the Taxonomy and Technological Trends of Reinforcement Learning Environments Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 201
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T01:23:27.288717Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 084cdba8-6810-472e-b25e-6bcfd79a999d · inbound
Data-Driven Function Calling Improvements in Large Language Model for Online Financial QA cites this paper.
Data-Driven Function Calling Improvements in Large Language Model for Online Financial QA Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T23:00:49.508970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 31bd0abe-80a2-4ab8-9381-690740a6df9a · inbound
E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning cites this paper.
E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:25:59.937831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3bee09b4-f1f4-4348-9163-07973725b8ee · inbound
Controllable and Verifiable Tool-Use Data Synthesis for Agentic Reinforcement Learning cites this paper.
Controllable and Verifiable Tool-Use Data Synthesis for Agentic Reinforcement Learning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:15:58.424047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e9ac6733-1ad4-4aa6-b9d9-15bdb1d04c7b · inbound
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence cites this paper.
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T05:25:54.223482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 407fad62-21f3-4e68-b6b4-9bf344089a81 · inbound
Teaching Language Models to Think in Code cites this paper.
Teaching Language Models to Think in Code Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T03:15:56.498224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c63639f7-9229-49a5-8728-2f23fb64545b · inbound
Teaching Language Models to Think in Code cites this paper.
Teaching Language Models to Think in Code Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:16:28.390643Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bab25d3d-c1ec-460f-8e49-fc9827819e64 · inbound
TIDE-Bench: Task-Aware and Diagnostic Evaluation of Tool-Integrated Reasoning cites this paper.
TIDE-Bench: Task-Aware and Diagnostic Evaluation of Tool-Integrated Reasoning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 5
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T07:31:23.986138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2154c720-8d36-4496-9cab-3c05b7e3268e · inbound
PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning cites this paper.
PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 32
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T06:01:23.278748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 751d4fcb-e620-4ec5-abcc-dc6947058c96 · inbound
Learning Agentic Policy from Action Guidance cites this paper.
Learning Agentic Policy from Action Guidance Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T05:07:17.727198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0a0d90ec-834b-4ada-b8af-32f410603583 · inbound
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents cites this paper.
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T03:52:12.303055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 707e0454-297d-4895-a8f1-af98616163da · inbound
Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction cites this paper.
Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T06:09:41.517513Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 898960cb-a66d-4f3e-8cb9-5dd058afa2b4 · inbound
Trust Region On-Policy Distillation cites this paper.
Trust Region On-Policy Distillation Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 118
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T20:56:13.553725Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 639eeddd-856a-470d-8cbe-1fd351a1493e · inbound
Learning When Not to Act: Mitigating Tool Abuse in Agentic Reinforcement Learning cites this paper.
Learning When Not to Act: Mitigating Tool Abuse in Agentic Reinforcement Learning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-06-28T15:02:18.700268Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 80e8188d-8c77-4e2a-b6bc-3d98bda5218c · inbound
ToolFG: Towards Well-Grounded Fine-Grained Image Classification cites this paper.
ToolFG: Towards Well-Grounded Fine-Grained Image Classification Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T22:56:20.338611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 27969eb6-8c88-47cd-8b7e-643059f52c85 · inbound
Tool-Aware Optimization with Entropy Guidance for Efficient Agentic Reinforcement Learning cites this paper.
Tool-Aware Optimization with Entropy Guidance for Efficient Agentic Reinforcement Learning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T02:06:26.289106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5d04b888-c649-42c2-b7ca-ae6f7837d636 · inbound
When Denser Credit Is Not Enough: Evidence-Calibrated Policy Optimization for Long-Horizon LLM Agent Training cites this paper.
When Denser Credit Is Not Enough: Evidence-Calibrated Policy Optimization for Long-Horizon LLM Agent Training Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 39
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-02T12:16:56.884050Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0e47b6b6-929a-44e0-b716-146985896a3f · inbound
APPO: Agentic Procedural Policy Optimization cites this paper.
APPO: Agentic Procedural Policy Optimization Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T09:37:49.295388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44a3994b-2af1-4c3e-9f49-65b04b8794c1 · inbound
APPO: Agentic Procedural Policy Optimization cites this paper.
APPO: Agentic Procedural Policy Optimization Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:12:26.150859Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6de5c47-ed61-469e-a188-460913426f03 · inbound
TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents cites this paper.
TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T03:10:51.509228Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e01b077e-76b7-4348-b052-0bcf74aafbde · inbound
AISE-Bench: A Full-Cycle Curated Benchmark for Information Seeking on Academic Knowledge Graphs cites this paper.
AISE-Bench: A Full-Cycle Curated Benchmark for Information Seeking on Academic Knowledge Graphs Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T11:06:38.022901Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 032d3af7-9043-4df6-94e3-156e805cafde · inbound
Contrastive Reinforced Policy Optimization via Privileged Self-Distillation cites this paper.
Contrastive Reinforced Policy Optimization via Privileged Self-Distillation Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T20:06:10.315097Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6ccbbc4-bf13-4618-b828-bd37700535d2 · inbound
Contrastive Reinforced Policy Optimization via Privileged Self-Distillation cites this paper.
Contrastive Reinforced Policy Optimization via Privileged Self-Distillation Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 95
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T20:06:18.144305Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9f149f2-ea60-4886-ad4d-d4362bbd38fb · inbound
ToolLIFT: Lifting Tool-Specific Trajectories into Function-Level Graphs for Generalizable Tool Planning cites this paper.
ToolLIFT: Lifting Tool-Specific Trajectories into Function-Level Graphs for Generalizable Tool Planning Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T18:36:23.555649Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.