MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation | Paper Citation Record

Observation d1c81681-92eb-4117-89a7-bbedacdd9a62 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.526698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7693d82b-32ce-43c2-bdd1-894d3401f9c5 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.535363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9ba5fdc-0707-4b53-8eb9-388a0ed72549 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.541079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae9ad3e8-a359-403d-b06a-4234b279a55d · outbound

This paper cites ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.545648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a280a8b-e968-43f2-8ec5-90bbbe690e94 · outbound

This paper cites AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.550417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ff5311-ae2a-4a5d-93d0-66f498b69373 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-04T08:58:31.607089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e62b3e33-6608-4856-aca4-e8b3cb3ed20e · outbound

This paper cites Beyond Imitation: Learning Key Reasoning Steps from Dual Chain-of-Thoughts in Reasoning Distillation.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Beyond Imitation: Learning Key Reasoning Steps from Dual Chain-of-Thoughts in Reasoning Distillation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.560564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9a364c0-71d5-4bcd-bd89-994a3db68594 · outbound

This paper cites Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.565705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab00aba2-ed70-4162-8aa2-bed354f01d86 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.571387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78c4557a-f11c-4df4-84fd-6f0b44aa6948 · outbound

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

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.576083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06dfca44-1c00-4d8c-8ece-9b7bb9ab5c00 · outbound

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

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.581084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d0f405e-d7cb-4edf-9bda-94929f10d04a · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.586028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5f29713-be10-40ec-a81b-63df1a9ee705 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.590626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88eff210-0dae-457f-a4df-1ba9d3f35292 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.594790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a1e5459-173e-4b5e-98d4-bdb91eaab672 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.599443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f65d7d8-ec82-40b2-bc18-165f4449cfb3 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.603979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66f28734-ff82-493c-9852-ada0b102d42f · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation LoRA: Low-Rank Adaptation of Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.608828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91a79947-b1bb-4788-9a65-e5b761eee3d8 · outbound

This paper cites R-Zero: Self-Evolving Reasoning LLM from Zero Data.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation R-Zero: Self-Evolving Reasoning LLM from Zero Data

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.613740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb5ef7f-c2b7-41a1-939f-4bee2fcc24c9 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 19

Resolution: verified exact; doi, observed 2026-08-04T08:58:31.475304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 86b95219-44b1-4b5e-a4a1-f06aa1cd01aa · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.622595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e12a4255-856c-46ad-9ef7-aa1dfb951425 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.627305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a10d9621-0cec-4a0c-b02f-7fef2fd5fa9e · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.631650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13e726e7-bd7e-4547-b60a-e73d5bc20a16 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.636359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 885a75a0-e6f2-4742-a896-1cbe0fb7836a · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.640766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd25fe70-e380-489c-bccd-b94365c42041 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.645518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df2e4a58-1d23-4121-9910-792e8d416aca · outbound

This paper cites TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.649949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35273487-6d54-4493-aa0e-a10989e94339 · outbound

This paper cites Solving Quantitative Reasoning Problems with Language Models.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Solving Quantitative Reasoning Problems with Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.655096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0887370a-54b9-4fdf-a4ac-577d9376f2f7 · outbound

This paper cites LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.659542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec7624a-c365-482a-b2d1-4d29979e5543 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.663870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cded21b1-dc0f-4f9d-811c-f2f35c3dd36d · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.668140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dafb6d8-5432-44d3-a103-d84ee6682cf7 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.672391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fabb6a06-c309-4768-ad9b-bd27b5184468 · outbound

This paper cites Self-Training Large Language Models for Tool-Use Without Demonstrations.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Self-Training Large Language Models for Tool-Use Without Demonstrations

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.676999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffdab585-71ee-4ecd-a1da-ae45c1f93a2f · outbound

This paper cites Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.681765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 201fa9f0-6e2f-4453-8b47-2cc69a32b1e2 · outbound

This paper cites ART: Automatic multi-step reasoning and tool-use for large language models.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation ART: Automatic multi-step reasoning and tool-use for large language models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.686891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd611c45-4fb8-49cd-94ff-9913ed299b3d · outbound

This paper cites Patil, Huanzhi Mao, Charlie Cheng-Jie Ji, Fanjia Yan, Vishnu Suresh, Ion Stoica, and Joseph E.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Patil, Huanzhi Mao, Charlie Cheng-Jie Ji, Fanjia Yan, Vishnu Suresh, Ion Stoica, and Joseph E

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.691802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98bcafa2-19ea-44fe-a9b1-9445f531367f · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.695844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f777e1f4-deb6-4a1b-ac92-a9911390a276 · outbound

This paper cites ToolRL: Reward is All Tool Learning Needs.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation ToolRL: Reward is All Tool Learning Needs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.700248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85297bdb-f9cc-4c35-9eba-cd589a144fe9 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 38

Resolution: verified exact; doi, observed 2026-08-04T08:58:31.328348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b9cdfc19-79fd-438b-b499-37108b44385d · outbound

This paper cites AgentDistill: Training-Free Agent Distillation with Generalizable MCP Boxes.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation AgentDistill: Training-Free Agent Distillation with Generalizable MCP Boxes

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.708980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 089cc73e-f85b-4b94-bf57-132b84e3bfa3 · outbound

This paper cites Qwen3 Technical Report.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Qwen3 Technical Report

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.714056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47449036-6866-4c3c-a19f-36b622fcfe69 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.718525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2ef7d70-0e40-4f26-9116-a9c59a73133d · outbound

This paper cites Proximal Policy Optimization Algorithms.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Proximal Policy Optimization Algorithms

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.723046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75cd815c-e27d-4a06-aaf1-a220052d98e1 · outbound

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

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.727453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a5a4ddc-a842-4a66-a217-915d49281ec4 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation HybridFlow: A Flexible and Efficient RLHF Framework

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.731703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1322423a-7eab-4316-aea0-00406cad06da · outbound

This paper cites Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.736344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dddb4053-77f6-4175-a9d6-ddfc9c3e9225 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.742622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c975a41-de88-4417-bf60-f0799217a7b2 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.748285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 396fc1c9-0ffc-4426-ba37-44953ac2cd76 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.753379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0b8dce6-0f88-4b52-9bdf-ea5a78b62e7e · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.759048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b3542fc-b4e1-4aac-9db5-679251a413c3 · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.764014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7766cf9-99d0-4e62-9840-c8c132c5ee7d · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.769104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67b20b37-35a5-48b2-8b64-50cd07d52306 · outbound

This paper cites OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.773353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17c3d065-b494-448f-80f4-4c536249bf21 · outbound

This paper cites Emergent Abilities of Large Language Models.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Emergent Abilities of Large Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.778667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 841bf8cc-6af8-4b60-8016-70f2a88d3ed2 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.783361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 328dc584-3583-4338-abc1-416eebd8a8e6 · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.787754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e141f2e5-c99d-43d4-acb4-8e21cc1a7426 · outbound

This paper cites Watch Every Step! LLM Agent Learning via Iterative Step-Level Process Refinement.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Watch Every Step! LLM Agent Learning via Iterative Step-Level Process Refinement

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.792516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b751338d-3cd5-4acd-bc02-e6e0f32cdaea · outbound

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

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.797104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c90dc37-7a59-47ed-8c5d-92c2af116d4e · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.801782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 938722f6-172b-4831-a5cb-e2a032a2be7e · outbound

This paper cites an unresolved cited work.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.806320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8482faed-1636-4af1-af6b-96c5074befa2 · outbound

This paper cites Enhancing Generalization in Chain of Thought Reasoning for Smaller Models.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Enhancing Generalization in Chain of Thought Reasoning for Smaller Models

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.810427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f878ced-d3f7-4122-9056-02d59d5cf58d · outbound

This paper cites StepTool: Enhancing Multi-Step Tool Usage in LLMs via Step-Grained Reinforcement Learning.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation StepTool: Enhancing Multi-Step Tool Usage in LLMs via Step-Grained Reinforcement Learning

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.814994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fc9fc3a-9ae6-4abc-bdbe-ebe7479750bb · outbound

This paper cites Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.819366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2b889f0-a615-4ec7-bbee-c4037a817e9f · outbound

This paper cites online" 'onlinestring :=.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation online" 'onlinestring :=

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.823939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84aa8d46-0ee5-40d7-8d82-4d16aa04f921 · outbound

This paper cites write newline.

MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation write newline

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-04T08:55:58.828795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers