ToRL: Scaling Tool-Integrated RL | Paper Citation Record

Observation c0ec26f3-934f-475c-a272-d028e2921326 · inbound

ReTool: Reinforcement Learning for Strategic Tool Use in LLMs cites this paper.

ReTool: Reinforcement Learning for Strategic Tool Use in LLMs ToRL: Scaling Tool-Integrated RL

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T18:42:39.069463Z

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Observation 25e6e5a0-2022-4752-86d8-c3a998fcf750 · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering ToRL: Scaling Tool-Integrated RL

Reference 181

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Observation 8f1ff404-6ca0-451a-b0be-ea32b7af48b7 · inbound

AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset cites this paper.

AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset ToRL: Scaling Tool-Integrated RL

Reference 15

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Observation 7df66722-4f73-4a07-886d-78b479392da2 · inbound

WebThinker: Empowering Large Reasoning Models with Deep Research Capability cites this paper.

WebThinker: Empowering Large Reasoning Models with Deep Research Capability ToRL: Scaling Tool-Integrated RL

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:14:25.328698Z

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Observation 6c980726-5d3a-4f9d-9940-6fce536c2387 · inbound

Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving cites this paper.

Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving ToRL: Scaling Tool-Integrated RL

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T22:11:54.092671Z

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Observation b2062e6d-11ff-4ab5-bf6d-f0fe946c1bf1 · inbound

Time-R1: Towards Comprehensive Temporal Reasoning in LLMs cites this paper.

Time-R1: Towards Comprehensive Temporal Reasoning in LLMs ToRL: Scaling Tool-Integrated RL

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T21:00:13.059774Z

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Observation 242dc923-cbeb-4a5f-93d5-edf32159a6d5 · inbound

Visual Agentic Reinforcement Fine-Tuning cites this paper.

Visual Agentic Reinforcement Fine-Tuning ToRL: Scaling Tool-Integrated RL

Reference 20

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Observation 34f7b3a3-7b5c-4681-948c-188b4fc6f61e · inbound

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning cites this paper.

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

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Observation f88a0921-bfd6-4689-b5af-88624a1ad566 · inbound

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation cites this paper.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation ToRL: Scaling Tool-Integrated RL

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:16.110667Z

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Observation 79512292-bbd6-4bc9-af93-958343527375 · inbound

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking cites this paper.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking ToRL: Scaling Tool-Integrated RL

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:19.031069Z

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Observation 5ce54d20-9228-4fce-bc41-0c6183dc2f59 · inbound

Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers cites this paper.

Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers ToRL: Scaling Tool-Integrated RL

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T14:05:20.079725Z

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Observation 7dd91fe7-fa36-4dd1-b7cf-d4b0f6f84d79 · inbound

Reasoning LLMs are Wandering Solution Explorers cites this paper.

Reasoning LLMs are Wandering Solution Explorers ToRL: Scaling Tool-Integrated RL

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:01:12.497316Z

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Observation 91035334-31c4-4bf9-8900-7c926ce8639f · inbound

Towards Effective Code-Integrated Reasoning cites this paper.

Towards Effective Code-Integrated Reasoning ToRL: Scaling Tool-Integrated RL

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:25:26.808955Z

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Observation 0b82f9e9-4aab-4d41-aa95-17b48f455999 · inbound

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning cites this paper.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning ToRL: Scaling Tool-Integrated RL

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.503027Z

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Observation f7e5c7f2-04d0-407f-88fc-59ac5af16301 · inbound

Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM Agents cites this paper.

Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM Agents ToRL: Scaling Tool-Integrated RL

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:16:23.665196Z

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Observation aca1611a-9a7e-42cc-aac2-3e1b73269c53 · inbound

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

A Survey on Large Language Models for Mathematical Reasoning ToRL: Scaling Tool-Integrated RL

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T05:14:47.327873Z

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Observation 215f307f-beb2-4e89-8e06-91b84257bee5 · inbound

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following cites this paper.

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following ToRL: Scaling Tool-Integrated RL

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T04:43:18.797764Z

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Observation 601b0de8-2bed-4708-a7fe-8102af2e7d01 · inbound

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications cites this paper.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications ToRL: Scaling Tool-Integrated RL

Reference 144

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:20.031722Z

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Observation be98b4be-dba1-44c8-bb83-0f574e20da63 · inbound

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning cites this paper.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning ToRL: Scaling Tool-Integrated RL

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:31.307164Z

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Observation 7c9e36bc-fb98-4b7f-90c5-0b5834acc2fa · inbound

Measuring and Augmenting Large Language Models for Solving Capture-the-Flag Challenges cites this paper.

Measuring and Augmenting Large Language Models for Solving Capture-the-Flag Challenges ToRL: Scaling Tool-Integrated RL

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T23:35:04.518537Z

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Observation 5d1b38b3-89b2-4ed8-a746-8d265c087767 · inbound

Distilling Tool Knowledge into Language Models via Back-Translated Traces cites this paper.

Distilling Tool Knowledge into Language Models via Back-Translated Traces ToRL: Scaling Tool-Integrated RL

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:11:58.308371Z

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Observation 380fa6b6-651c-49c2-94f3-e4a6ef083491 · inbound

PrefixAgent: An LLM-Powered Design Framework for Efficient Prefix Adder Optimization cites this paper.

PrefixAgent: An LLM-Powered Design Framework for Efficient Prefix Adder Optimization ToRL: Scaling Tool-Integrated RL

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:12.930533Z

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Observation 05729999-5f89-4d04-a2cb-2cda13c47ab4 · inbound

StepFun-Prover Preview: Let's Think and Verify Step by Step cites this paper.

StepFun-Prover Preview: Let's Think and Verify Step by Step ToRL: Scaling Tool-Integrated RL

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T13:47:38.217893Z

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Observation 4c924188-6d0e-4605-9afb-89eb632f15d7 · inbound

AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning cites this paper.

AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning ToRL: Scaling Tool-Integrated RL

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T12:23:55.175839Z

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Observation 77514045-5d44-4f40-be4c-22d915a50560 · inbound

UserBench: An Interactive Gym Environment for User-Centric Agents cites this paper.

UserBench: An Interactive Gym Environment for User-Centric Agents ToRL: Scaling Tool-Integrated RL

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T12:09:26.376258Z

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Observation 7a0b5e96-f4a5-4364-a336-25872a9514fc · inbound

Empowering Nanoscale Connectivity through Molecular Communication: A Case Study of Virus Infection cites this paper.

Empowering Nanoscale Connectivity through Molecular Communication: A Case Study of Virus Infection ToRL: Scaling Tool-Integrated RL

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T00:03:29.999533Z

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Observation 243c78a3-5ade-4f3d-b10a-0bff989019c9 · inbound

G$^2$RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance cites this paper.

G$^2$RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance ToRL: Scaling Tool-Integrated RL

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T17:19:46.597081Z

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Observation 0824de45-a673-4ba2-a2a3-3a113de407a4 · 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 ToRL: Scaling Tool-Integrated RL

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T23:57:33.485908Z

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Observation a7d18c52-045b-4390-a996-eb97c0cad2ef · inbound

MUA-RL: Multi-turn User-interacting Agent Reinforcement Learning for agentic tool use cites this paper.

MUA-RL: Multi-turn User-interacting Agent Reinforcement Learning for agentic tool use ToRL: Scaling Tool-Integrated RL

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T16:22:51.584383Z

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Observation 6a3e08fd-da83-46f4-8a76-dfd42cea623b · inbound

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction cites this paper.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction ToRL: Scaling Tool-Integrated RL

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T16:17:16.817954Z

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Observation f5cc4b08-122f-4dbe-8bac-4bcd6feb5e3f · inbound

Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning cites this paper.

Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning ToRL: Scaling Tool-Integrated RL

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T15:44:14.848125Z

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Observation 0b4a37c3-6a47-4f09-a775-3a90ffedb885 · inbound

rStar2-Agent: Agentic Reasoning Technical Report cites this paper.

rStar2-Agent: Agentic Reasoning Technical Report ToRL: Scaling Tool-Integrated RL

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T14:57:39.427791Z

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Observation aa12c784-d0c1-47d4-9e2a-41d1e08b1339 · inbound

SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning cites this paper.

SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning ToRL: Scaling Tool-Integrated RL

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:22.953751Z

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Observation b9f49a87-c1ee-4848-adad-06a39be94915 · inbound

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning cites this paper.

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning ToRL: Scaling Tool-Integrated RL

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T10:13:59.036699Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7d4cf452-a9e5-41dc-835e-67e5a5324a0f · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey ToRL: Scaling Tool-Integrated RL

Reference 109

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T19:21:48.647828Z

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Observation e44d5100-5f37-478c-8a4d-474f38a0c806 · inbound

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents cites this paper.

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents ToRL: Scaling Tool-Integrated RL

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T23:55:38.101554Z

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Observation 70fe5237-d565-4d4d-8b25-e3e90c7d63e2 · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models ToRL: Scaling Tool-Integrated RL

Reference 290

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T00:02:24.780909Z

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Observation ac6d0e7b-4034-494d-b8cf-bf0226db0283 · 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 ToRL: Scaling Tool-Integrated RL

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:33.433285Z

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Observation 4017163c-30ac-4cba-9d59-a1bcd7e95c4e · inbound

Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions cites this paper.

Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions ToRL: Scaling Tool-Integrated RL

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-18T15:01:31.394429Z

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Observation f3054fae-3073-4eae-82ed-0095c656cfff · inbound

The Reasoning Trap: How Enhancing LLM Reasoning Amplifies Tool Hallucination cites this paper.

The Reasoning Trap: How Enhancing LLM Reasoning Amplifies Tool Hallucination ToRL: Scaling Tool-Integrated RL

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:10:51.356802Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d543d618-6245-4541-a094-87a016794b19 · inbound

Intern-S1-MO: Long-horizon Reasoning Agent for Olympiad?Level Mathematical Problem Solving cites this paper.

Intern-S1-MO: Long-horizon Reasoning Agent for Olympiad?Level Mathematical Problem Solving ToRL: Scaling Tool-Integrated RL

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T06:40:24.762093Z

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Observation e8fec37e-6cc5-425d-950a-b976230eb3af · inbound

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation cites this paper.

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation ToRL: Scaling Tool-Integrated RL

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T03:04:43.934885Z

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Observation 4fb04403-fcde-49e9-9366-19131b72d040 · inbound

Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation cites this paper.

Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation ToRL: Scaling Tool-Integrated RL

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-15T21:51:40.765848Z

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Observation 8ef8c2e9-57e1-49e3-8c4c-3e37788322b3 · inbound

CharTool: Tool-Integrated Visual Reasoning for Chart Understanding cites this paper.

CharTool: Tool-Integrated Visual Reasoning for Chart Understanding ToRL: Scaling Tool-Integrated RL

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T20:08:12.750849Z

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Observation 706f8afb-266d-4440-9298-f4ad4fa4182c · inbound

When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning cites this paper.

When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning ToRL: Scaling Tool-Integrated RL

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T00:10:51.855593Z

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Observation 218d5a03-420e-463c-9b2f-0f0cf5ad4642 · inbound

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning cites this paper.

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning ToRL: Scaling Tool-Integrated RL

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:25:59.826281Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 187e6633-ab0d-4b30-9cb5-7edc87a06037 · 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 ToRL: Scaling Tool-Integrated RL

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:54.216722Z

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Observation bcc06785-14f6-4835-beb0-663c880a8336 · inbound

To Call or Not to Call: A Framework to Assess and Optimize LLM Tool Calling cites this paper.

To Call or Not to Call: A Framework to Assess and Optimize LLM Tool Calling ToRL: Scaling Tool-Integrated RL

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:36:10.366674Z

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Observation 2001a2f7-cab5-4e06-993e-153caaf1c8bb · inbound

SOD: Step-wise On-policy Distillation for Small Language Model Agents cites this paper.

SOD: Step-wise On-policy Distillation for Small Language Model Agents ToRL: Scaling Tool-Integrated RL

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:30:58.761107Z

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Observation 7a1abce0-7186-407a-84da-7f16f046f19a · inbound

SOD: Step-wise On-policy Distillation for Small Language Model Agents cites this paper.

SOD: Step-wise On-policy Distillation for Small Language Model Agents ToRL: Scaling Tool-Integrated RL

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T05:20:45.032153Z

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Observation 8d5585b9-95a3-409d-81b0-3bb2dd92a7b2 · 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 ToRL: Scaling Tool-Integrated RL

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:01:23.221704Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fa50e7bb-92cb-4f0a-9e52-486162a28127 · inbound

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox cites this paper.

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox ToRL: Scaling Tool-Integrated RL

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:01:23.444039Z

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Observation e38e9970-45c9-415f-8c2f-b14b8d94550d · inbound

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox cites this paper.

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox ToRL: Scaling Tool-Integrated RL

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-21T08:09:51.260787Z

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Observation 160a545c-9bd6-4ab7-ba7d-e17491a1ca7a · inbound

Harnessing LLM Agents with Skill Programs cites this paper.

Harnessing LLM Agents with Skill Programs ToRL: Scaling Tool-Integrated RL

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:28:14.372406Z

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Observation d07a6f08-b72c-426f-944b-2693cdfc2f61 · inbound

Knowing When to Ask: Segment-Level Credit Assignment for LLM Tool Use cites this paper.

Knowing When to Ask: Segment-Level Credit Assignment for LLM Tool Use ToRL: Scaling Tool-Integrated RL

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-29T13:53:28.597051Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0cd270cd-f03b-4a05-b28a-9734d0724f15 · inbound

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning cites this paper.

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning ToRL: Scaling Tool-Integrated RL

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:23:24.097141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c528edd2-8f50-4d0b-aee0-6209ce4db83c · inbound

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning cites this paper.

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning ToRL: Scaling Tool-Integrated RL

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:23:23.709428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 89728c42-fa89-46bf-94cc-d12ce2f5c9bb · 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 ToRL: Scaling Tool-Integrated RL

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T02:06:26.298738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3385bd01-37da-4c78-8fe7-45aac4978f0c · inbound

SlimSearcher: Training Efficiency-Aware Web Agents via Adaptive Reward Gating cites this paper.

SlimSearcher: Training Efficiency-Aware Web Agents via Adaptive Reward Gating ToRL: Scaling Tool-Integrated RL

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:17:08.740016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 527b852c-249b-406e-bffd-26a8d7b36d08 · inbound

Capability-Aligned Hierarchical Learning for Tool-Augmented LLMs cites this paper.

Capability-Aligned Hierarchical Learning for Tool-Augmented LLMs ToRL: Scaling Tool-Integrated RL

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:17:30.699154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8813d5a7-129f-4fa4-8f6f-300c3a5cb865 · inbound

Pushing the Limits of LLM Tool Calling via Experiential Knowledge Integration and Activation cites this paper.

Pushing the Limits of LLM Tool Calling via Experiential Knowledge Integration and Activation ToRL: Scaling Tool-Integrated RL

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:07:39.261630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 89052348-3a9c-4647-871f-62b814bbd5d7 · inbound

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents cites this paper.

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents ToRL: Scaling Tool-Integrated RL

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-07-03T08:17:45.064660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8a2e1419-c0c5-4db1-9992-b40160bc9eb4 · inbound

APPO: Agentic Procedural Policy Optimization cites this paper.

APPO: Agentic Procedural Policy Optimization ToRL: Scaling Tool-Integrated RL

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-03T09:37:49.403443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 73e0d108-c07f-4b76-95e9-cbeb0f34d7fa · inbound

APPO: Agentic Procedural Policy Optimization cites this paper.

APPO: Agentic Procedural Policy Optimization ToRL: Scaling Tool-Integrated RL

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T02:12:28.554279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3056329-2a84-46e7-a6ac-8d65e3d85169 · inbound

SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents cites this paper.

SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents ToRL: Scaling Tool-Integrated RL

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:58:33.209084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 206a8438-71f8-4e3a-8575-8313c113c327 · inbound

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning cites this paper.

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning ToRL: Scaling Tool-Integrated RL

Reference 107

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:09:40.636889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 23264379-35df-4bd4-bf00-2e6d31f696a2 · inbound

Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It cites this paper.

Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It ToRL: Scaling Tool-Integrated RL

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:50:12.369980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation baa37537-78f8-422b-b35c-ec386e6386c2 · inbound

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL cites this paper.

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL ToRL: Scaling Tool-Integrated RL

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:45:40.244054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6ebedfcc-fc11-4d90-97d7-91509a9fdb01 · inbound

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL cites this paper.

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL ToRL: Scaling Tool-Integrated RL

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T07:12:34.663753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3b45eb5-c77a-4597-bb91-d81577474950 · inbound

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL cites this paper.

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL ToRL: Scaling Tool-Integrated RL

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T09:17:12.937563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85bdd02c-b90a-4538-b798-a0eae5c34095 · inbound

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL cites this paper.

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL ToRL: Scaling Tool-Integrated RL

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T02:05:44.909805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcee6077-162f-49d4-b9ec-4b8b61e6d5cd · inbound

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL cites this paper.

ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL ToRL: Scaling Tool-Integrated RL

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T04:36:25.292766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbe8b569-abbf-4213-be6e-ee19d8d30bbf · inbound

Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use cites this paper.

Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use ToRL: Scaling Tool-Integrated RL

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:16:56.326575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b57a85d3-e8bc-44e0-b596-f4f14bc7aa84 · inbound

BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception cites this paper.

BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception ToRL: Scaling Tool-Integrated RL

Reference 134

Resolution: unresolved; no resolver link, observed 2026-07-12T04:17:40.198357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc658aa5-335e-456c-bbc8-569f751eb622 · inbound

RSPO: Reward-Swap Policy Optimization for Multi-Turn LLM Agents cites this paper.

RSPO: Reward-Swap Policy Optimization for Multi-Turn LLM Agents ToRL: Scaling Tool-Integrated RL

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T14:43:39.668059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 012ef096-fe13-4c84-b804-db4c759c726e · inbound

Knowledge-Centric Agents for Workflow Generation in ComfyUI cites this paper.

Knowledge-Centric Agents for Workflow Generation in ComfyUI ToRL: Scaling Tool-Integrated RL

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T22:12:53.833936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8d2fc97-d1e1-45c2-985b-edf2ec06025b · inbound

H$^2$SD: Hybrid Hindsight Self-Distillation cites this paper.

H$^2$SD: Hybrid Hindsight Self-Distillation ToRL: Scaling Tool-Integrated RL

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T13:52:49.091047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f134a709-de0c-4f9d-9fbf-e0f22b86e1b4 · inbound

Co-Harness: Co-Evolving Harnesses and Model Weights for LLM Agents cites this paper.

Co-Harness: Co-Evolving Harnesses and Model Weights for LLM Agents ToRL: Scaling Tool-Integrated RL

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T22:56:53.271564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b721a9c-415e-4ccb-a10e-af5f6890dec9 · inbound

TCPO: Turn-Level Credit Policy Optimization cites this paper.

TCPO: Turn-Level Credit Policy Optimization ToRL: Scaling Tool-Integrated RL

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:14.645199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05877cd5-5ffe-4f1a-9b12-286a45b46ca7 · inbound

Progressive Agent Skill Generation via Reinforcement Learning cites this paper.

Progressive Agent Skill Generation via Reinforcement Learning ToRL: Scaling Tool-Integrated RL

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-04T23:05:27.937398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 927b7980-bf7f-4d01-b64b-5900562bc05e · inbound

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents cites this paper.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents ToRL: Scaling Tool-Integrated RL

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.554840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffc6c40f-2636-40c7-a5d1-2b2f38aca1c8 · inbound

Contextual Information Policy Optimization for Search Agents cites this paper.

Contextual Information Policy Optimization for Search Agents ToRL: Scaling Tool-Integrated RL

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.357730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8661dab7-fd78-44f8-99d9-6c81b7dbc4ff · inbound

Contextual Information Policy Optimization for Search Agents cites this paper.

Contextual Information Policy Optimization for Search Agents ToRL: Scaling Tool-Integrated RL

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-12T00:54:15.445890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c61b79c-030c-42a0-88ff-cbac19d0b4fb · inbound

Fisher-R1: Training LLM Agents for Reliable Hypothesis Testing cites this paper.

Fisher-R1: Training LLM Agents for Reliable Hypothesis Testing ToRL: Scaling Tool-Integrated RL

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T04:39:03.633077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfeb87f9-c46e-4edb-8262-dfd60b8b77e8 · inbound

Teach the Magnitude, Not the Direction: Verifier-Bounded Credit Assignment for Multi-Turn Multi-step LLM Agents cites this paper.

Teach the Magnitude, Not the Direction: Verifier-Bounded Credit Assignment for Multi-Turn Multi-step LLM Agents ToRL: Scaling Tool-Integrated RL

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T15:03:54.120450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers