Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning | Paper Citation Record

Observation 22f954c5-f7fa-4896-b4de-52cadc159226 · outbound

This paper cites AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios

Reference 1

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Observation 85344c15-b040-40d8-8ff8-eda6b9ff7f74 · outbound

This paper cites STaD: Scaffolded Task Design for Identifying Compositional Skill Gaps in LLMs.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning STaD: Scaffolded Task Design for Identifying Compositional Skill Gaps in LLMs

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:49.765028Z

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Observation 2fc5af15-6fa6-4c42-acba-1ed19670ae6c · outbound

This paper cites HeroBench: A Benchmark for Long-Horizon Planning and Structured Reasoning in Virtual Worlds.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning HeroBench: A Benchmark for Long-Horizon Planning and Structured Reasoning in Virtual Worlds

Reference 3

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Observation d332b2ae-1cc2-4932-99a7-15062ac05017 · outbound

This paper cites Concepts or Skills? Rethinking Instruction Selection for Multi-modal Models.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Concepts or Skills? Rethinking Instruction Selection for Multi-modal Models

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:49.742374Z

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Observation 314b5d5d-6905-4b0c-94ec-bb31b4f714f4 · outbound

This paper cites Skill-Based Mixture-of-Experts: Adaptive Routing for Heterogeneous Reasoning via Inferred Skills.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Skill-Based Mixture-of-Experts: Adaptive Routing for Heterogeneous Reasoning via Inferred Skills

Reference 5

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Observation 7726b0ef-4a0a-42e4-8438-80c868ed471b · outbound

This paper cites SkillCraft: Can LLM agents learn to use tools skillfully?arXiv preprint arXiv:2603.00718, 2026.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning SkillCraft: Can LLM agents learn to use tools skillfully?arXiv preprint arXiv:2603.00718, 2026

Reference 6

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Observation 79047070-6705-4482-9ea9-ef5261f62b8a · outbound

This paper cites Self-evolving curriculum for LLM reasoning.arXiv preprint arXiv:2505.14970, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Self-evolving curriculum for LLM reasoning.arXiv preprint arXiv:2505.14970, 2025

Reference 7

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Observation af86f2c9-eed4-4a18-90d8-f13ccc6943a8 · outbound

This paper cites WebSRC: A Dataset for Web-Based Structural Reading Comprehension.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning WebSRC: A Dataset for Web-Based Structural Reading Comprehension

Reference 8

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Observation e00d57f2-0c17-4e4c-b441-2e87735c546b · outbound

This paper cites Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:38.938928Z

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Observation 89a2579b-c321-4849-8b09-1032a7c6b001 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Training Verifiers to Solve Math Word Problems

Reference 10

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Observation ed4106fb-7792-4233-8261-434ad4b6bfd6 · outbound

This paper cites Metacognitive capabilities of LLMs: An exploration in mathematical problem solving.Advances in Neural Information Processing Systems, 2024.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Metacognitive capabilities of LLMs: An exploration in mathematical problem solving.Advances in Neural Information Processing Systems, 2024

Reference 11

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Observation 4e249b7d-bd6a-40e0-871e-0056f67c682c · outbound

This paper cites Thinkless: LLM Learns When to Think.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Thinkless: LLM Learns When to Think

Reference 12

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Observation 74652f66-0821-4cb1-a765-b61f5f08c2e9 · outbound

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

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

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Observation e38f4f09-afe9-4b91-9cad-06f220e0180c · outbound

This paper cites R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation

Reference 14

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Observation 43c2c010-9b67-4309-a4ea-a3cba7e046f5 · outbound

This paper cites AdaptMI: Adaptive Skill-based In-context Math Instruction for Small Language Models.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning AdaptMI: Adaptive Skill-based In-context Math Instruction for Small Language Models

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:49.550875Z

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Observation a21e7b44-59e0-4b5a-b43d-5d0ed2e6e5a6 · outbound

This paper cites STAT: Skill-targeted adaptive training.arXiv preprint arXiv:2510.10023, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning STAT: Skill-targeted adaptive training.arXiv preprint arXiv:2510.10023, 2025

Reference 16

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Observation fdfaa97d-e9d8-461e-bef5-8363bdb39ffc · outbound

This paper cites Self-Distillation Zero: Self-Revision Turns Binary Rewards into Dense Supervision.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Self-Distillation Zero: Self-Revision Turns Binary Rewards into Dense Supervision

Reference 17

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Observation d40a405c-c813-416e-a2f7-7e2774c6a670 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Measuring Mathematical Problem Solving With the MATH Dataset

Reference 18

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Observation 772fc02a-582d-4e54-b85c-a10830a34981 · outbound

This paper cites Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

Reference 19

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Observation 15ec8f37-481f-4885-b375-d5cad83cc672 · outbound

This paper cites Open-R1: A fully open reproduction of DeepSeek-R1.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Open-R1: A fully open reproduction of DeepSeek-R1

Reference 20

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Observation ea8571ec-8a18-4a8d-84f0-c290b8239f7e · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 21

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Observation cef7bf9b-2075-44b1-95b1-70fdfc3554a4 · outbound

This paper cites DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models

Reference 22

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Observation eaf7ed6d-2b24-4875-a2cc-0e669720ea6d · outbound

This paper cites Instruct-SkillMix: A Powerful Pipeline for LLM Instruction Tuning.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Instruct-SkillMix: A Powerful Pipeline for LLM Instruction Tuning

Reference 23

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Observation 79592456-402e-4e60-bf62-d166c363c77b · outbound

This paper cites BIG-Bench Extra Hard.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning BIG-Bench Extra Hard

Reference 24

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Observation 634ed69b-c440-426e-8986-7e327cee4b8f · outbound

This paper cites Benchmark profiling: Mechanistic diagnosis of LLM benchmarks.arXiv preprint arXiv:2510.01232, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Benchmark profiling: Mechanistic diagnosis of LLM benchmarks.arXiv preprint arXiv:2510.01232, 2025

Reference 25

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Observation c7f1954f-b3c2-46f5-b7cf-9da893fc87d2 · outbound

This paper cites MSCoRe: A benchmark for multi-stage collaborative reasoning in LLM agents.arXiv preprint arXiv:2509.17628, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning MSCoRe: A benchmark for multi-stage collaborative reasoning in LLM agents.arXiv preprint arXiv:2509.17628, 2025

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-06T04:30:49.323037Z

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Observation 8c72a2b4-2d84-42ef-aa85-1ee0fb024670 · outbound

This paper cites START: Self-taught Reasoner with Tools.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning START: Self-taught Reasoner with Tools

Reference 27

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Observation bc749d60-dded-40be-b893-bf3265216b73 · outbound

This paper cites SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks

Reference 28

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Observation b6b5672e-cab7-459a-bf83-17daea23ab7b · outbound

This paper cites Benchmark test-time scaling of general LLM agents.arXiv preprint arXiv:2602.18998, 2026.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Benchmark test-time scaling of general LLM agents.arXiv preprint arXiv:2602.18998, 2026

Reference 29

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Observation 7f1b4aa7-6cba-4dd4-972b-d20686689bf4 · outbound

This paper cites MTR-Bench: A Comprehensive Benchmark for Multi-Turn Reasoning Evaluation.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning MTR-Bench: A Comprehensive Benchmark for Multi-Turn Reasoning Evaluation

Reference 30

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Observation d1a728ed-df21-49e1-950f-bbadfa80112b · outbound

This paper cites Let's Verify Step by Step.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Let's Verify Step by Step

Reference 31

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Observation cad6590c-cf1c-48fa-a5a2-3e51e0b2dc1d · outbound

This paper cites ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning

Reference 32

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Observation a80a4082-64be-48d1-b0ba-890af7af79d9 · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning AgentBench: Evaluating LLMs as Agents

Reference 33

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Observation 5a04cf71-b807-41e6-aed6-8baef6e5fe51 · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning GAIA: a benchmark for General AI Assistants

Reference 34

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Observation a0bb827e-e8e3-4fb8-9109-87a6f223097e · outbound

This paper cites Benchmarking and Understanding Compositional Relational Reasoning of LLMs.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Benchmarking and Understanding Compositional Relational Reasoning of LLMs

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:49.095104Z

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Observation c135f8fc-0df8-42c5-849d-509b8887d953 · outbound

This paper cites Reasoning curriculum: Bootstrapping broad LLM reasoning from math.arXiv preprint arXiv:2510.26143, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Reasoning curriculum: Bootstrapping broad LLM reasoning from math.arXiv preprint arXiv:2510.26143, 2025

Reference 36

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Observation 263f343b-08a9-4a51-abf6-b814cf1ab837 · outbound

This paper cites Compositional Semantic Parsing on Semi-Structured Tables.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Compositional Semantic Parsing on Semi-Structured Tables

Reference 37

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Observation d070f3e4-b2fb-4427-96fe-6e06ad3690c8 · outbound

This paper cites Learning to reason across parallel samples for LLM reasoning.arXiv preprint arXiv:2506.09014, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Learning to reason across parallel samples for LLM reasoning.arXiv preprint arXiv:2506.09014, 2025

Reference 38

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Observation d5fb6985-d76d-40f3-a2a0-a51a09c8b4e2 · outbound

This paper cites EmoAgent: Assessing and safeguarding human-AI interaction for mental health safety.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning EmoAgent: Assessing and safeguarding human-AI interaction for mental health safety

Reference 39

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Observation 47ee61b7-1e6d-428b-8a50-87643f3dfebc · outbound

This paper cites LogicSkills: A structured benchmark for formal reasoning in large language models.arXiv preprint arXiv:2602.06533, 2026.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning LogicSkills: A structured benchmark for formal reasoning in large language models.arXiv preprint arXiv:2602.06533, 2026

Reference 40

Resolution: verified exact; raw_fallback, observed 2026-08-06T04:30:48.916500Z

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Observation 5bb94826-154a-4760-abbf-48449447200f · outbound

This paper cites Reasoning models are test exploiters: Rethinking multiple-choice.arXiv preprint arXiv:2507.15337, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Reasoning models are test exploiters: Rethinking multiple-choice.arXiv preprint arXiv:2507.15337, 2025

Reference 41

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Observation 10a0be47-6ecc-48d0-9f7c-af1da1abf9c6 · outbound

This paper cites Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:48.758172Z

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Observation 3769a8a2-921a-42ea-a2ef-7aab904d3024 · outbound

This paper cites AI-Assisted Generation of Difficult Math Questions.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning AI-Assisted Generation of Difficult Math Questions

Reference 43

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Observation 47094969-dc1f-4766-9d03-82be32a2124c · outbound

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

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 44

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Observation fd41d836-26bf-4ccb-8a8d-7e2b61b4918a · outbound

This paper cites DARE- bench: Evaluating modeling and instruction fidelity of LLMs in data science.arXiv preprint arXiv:2602.24288, 2026.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning DARE- bench: Evaluating modeling and instruction fidelity of LLMs in data science.arXiv preprint arXiv:2602.24288, 2026

Reference 45

Resolution: verified exact; raw_fallback, observed 2026-08-06T04:30:48.717785Z

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Observation 6c3ae39e-671d-4674-a715-775352b9cce4 · outbound

This paper cites PaperBench: Evaluating AI's Ability to Replicate AI Research.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning PaperBench: Evaluating AI's Ability to Replicate AI Research

Reference 46

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Observation 705f7630-3321-4561-bf0d-3c7c08bd223a · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 47

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Observation 7834b505-9f05-4d7a-8e38-ead4733a71c1 · outbound

This paper cites Reinforcement Learning for Self-Improving Agent with Skill Library.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Reinforcement Learning for Self-Improving Agent with Skill Library

Reference 48

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Observation a28e7c8e-8e10-49e3-937b-da961f2cf94c · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 49

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Observation 9eac2e05-e348-4e38-86bb-fc182ea509c7 · outbound

This paper cites OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows

Reference 50

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Observation 05187c29-552d-42d3-83c5-fd0d9b42a8ec · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.345592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa1f2ede-0d00-40fd-92b6-f54e5b855943 · outbound

This paper cites Reinforcingmulti-turn reasoning in LLM agents via turn-level reward design.arXiv preprint arXiv:2505.11821, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Reinforcingmulti-turn reasoning in LLM agents via turn-level reward design.arXiv preprint arXiv:2505.11821, 2025

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.416172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb388906-b5c2-4b7d-8ce8-4ffefc7cc252 · outbound

This paper cites Towardscompositionalgeneralization of LLMs via skill taxonomy guided data synthesis.arXiv preprint arXiv:2601.03676, 2026.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Towardscompositionalgeneralization of LLMs via skill taxonomy guided data synthesis.arXiv preprint arXiv:2601.03676, 2026

Reference 53

Resolution: verified exact; raw_fallback, observed 2026-08-06T04:30:48.497373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b0e4634c-9404-4cd6-a681-ab2c31072565 · outbound

This paper cites Hi-ToM: A benchmark for evaluating higher-order theory of mind reasoning in large language models.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Hi-ToM: A benchmark for evaluating higher-order theory of mind reasoning in large language models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.546621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81e1505c-7efa-49cc-9bca-9615802b1c9b · outbound

This paper cites CritICL: Inference-time weak-to-strong generalization from small language model failure modes.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning CritICL: Inference-time weak-to-strong generalization from small language model failure modes

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.623109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 564db2cd-3f30-4d90-aa42-6f26843d43a8 · outbound

This paper cites SkillRL: Evolving agents via recursive skill-augmented reinforcement learning, 2026.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning SkillRL: Evolving agents via recursive skill-augmented reinforcement learning, 2026

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.689567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e35a80f-b213-4d98-93a5-f462b54b3f1b · outbound

This paper cites LaRS: Latent Reasoning Skills for Chain-of-Thought Reasoning.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning LaRS: Latent Reasoning Skills for Chain-of-Thought Reasoning

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:48.427051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4be92d90-751e-4fa9-88f4-907765b67579 · outbound

This paper cites DeepCritic: Deliberate Critique with Large Language Models.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning DeepCritic: Deliberate Critique with Large Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.844166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fdab5d0-8554-4199-93e0-da0123f8527f · outbound

This paper cites Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR

Reference 59

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:48.399971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4f045811-840f-41c5-a0ce-eebebd0315f5 · outbound

This paper cites LongProc: Benchmarking long-context language models on long procedural generation.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning LongProc: Benchmarking long-context language models on long procedural generation

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:44.984844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eb82e20-7176-43d1-a1af-6dfee17fb294 · outbound

This paper cites Skill-Mix: a Flexible and Expandable Family of Evaluations for AI models.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Skill-Mix: a Flexible and Expandable Family of Evaluations for AI models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.049452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba4c8a55-fae2-4392-a94e-b9b9559cf248 · outbound

This paper cites From𝑓(𝑥) and 𝑔(𝑥) to 𝑓(𝑔(𝑥)) : LLMs learn new skills in RL by composing old ones.arXiv preprint arXiv:2509.25123, 2025.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning From𝑓(𝑥) and 𝑔(𝑥) to 𝑓(𝑔(𝑥)) : LLMs learn new skills in RL by composing old ones.arXiv preprint arXiv:2509.25123, 2025

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.118337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f441f9d-74ea-40fd-baaf-85ae5922310c · outbound

This paper cites Skill-aware data selection and fine-tuning for data-efficient reasoning distillation.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Skill-aware data selection and fine-tuning for data-efficient reasoning distillation

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.193661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ecd2ff6-3be4-4195-b060-beed5ce26159 · outbound

This paper cites Skill-awaredataselectionandfine-tuning for data-efficient reasoning distillation, 2026.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Skill-awaredataselectionandfine-tuning for data-efficient reasoning distillation, 2026

Reference 64

Resolution: verified exact; raw_fallback, observed 2026-08-06T04:30:48.157980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9b43e4de-0cd7-482c-9948-122df95a7a07 · outbound

This paper cites Lee, Chenlei Leng, and Fanghui Liu.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Lee, Chenlei Leng, and Fanghui Liu

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.384534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0506bd30-63bc-448a-84f7-bf8d05965137 · outbound

This paper cites RLVMR: Reinforcement Learning with Verifiable Meta-Reasoning Rewards for Robust Long-Horizon Agents.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning RLVMR: Reinforcement Learning with Verifiable Meta-Reasoning Rewards for Robust Long-Horizon Agents

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.506154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 985fb27d-d840-456c-bdf2-e1b7307a67ec · outbound

This paper cites Can Models Learn Skill Composition from Examples?.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Can Models Learn Skill Composition from Examples?

Reference 67

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:30:47.894990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 51c4fc5c-8ba0-4182-8d2b-6574abb25afd · outbound

This paper cites A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.669787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0bce8bd-4215-492e-b0f8-185d3f0d0725 · outbound

This paper cites NATURAL PLAN: Benchmarking LLMs on Natural Language Planning.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning NATURAL PLAN: Benchmarking LLMs on Natural Language Planning

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.725769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3be68408-0eae-4f51-8cee-15b8fb01407e · outbound

This paper cites SkillRouter: Skill Routing for LLM Agents at Scale.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning SkillRouter: Skill Routing for LLM Agents at Scale

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.785107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f26bf2fa-4768-4abe-a813-b75e88bafcd9 · outbound

This paper cites SkillLearnBench: Benchmarking Continual Learning Methods for Agent Skill Generation on Real-World Tasks.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning SkillLearnBench: Benchmarking Continual Learning Methods for Agent Skill Generation on Real-World Tasks

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:45.842422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63be7e85-8388-469b-a518-0c586be89495 · outbound

This paper cites It clearly outlines the key factors and their interrelationships.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning It clearly outlines the key factors and their interrelationships

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.927126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d34e5cd0-02c8-4f10-990b-62371eb35b0e · outbound

This paper cites Specific examples from the data are used to support the narrative.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Specific examples from the data are used to support the narrative

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.918035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 72849c37-fbd7-4519-87c9-f82842a368fb · outbound

This paper cites It captures the reader’s interest and effectively conveys the potential crisis.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning It captures the reader’s interest and effectively conveys the potential crisis

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.909058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 46ee3a08-804c-4b2e-a87f-28fe61b52bd8 · outbound

This paper cites It uses the data and insights from the previous steps to construct a plausible and coherent narrative.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning It uses the data and insights from the previous steps to construct a plausible and coherent narrative

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.900061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7d98e6aa-0390-4d6f-b55d-63eab9cd9a22 · outbound

This paper cites It should reflect the brand’s commitment to sustainability.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning It should reflect the brand’s commitment to sustainability

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.890925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 862d3e81-c652-41de-a436-10c783881f85 · outbound

This paper cites It should not exceed 10 words.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning It should not exceed 10 words

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.881322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 66e12a0b-a7d2-4dd0-bfe5-a948738e9651 · outbound

This paper cites an unresolved cited work.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:30:49.872486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8fa281e4-6a35-4557-93b4-bf1458f388eb · outbound

This paper cites no-interference.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning no-interference

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.863445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 505dddaa-bfa2-4486-a3a7-529a6a92c816 · outbound

This paper cites DON’T CHANGE THE ANSWER, CORE LOGIC, OR THE SKILL REQUIRED.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning DON’T CHANGE THE ANSWER, CORE LOGIC, OR THE SKILL REQUIRED

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.854613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aa927f39-65d7-40ad-a2d1-8e1547e1ae1b · outbound

This paper cites an unresolved cited work.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-06T04:30:49.846320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 97a2f555-a3a9-47c6-954f-b3375f1ef442 · outbound

This paper cites Conference trip on constraints.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Conference trip on constraints

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.837044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6c420ad5-44a8-4954-8aef-9be629177b9d · outbound

This paper cites 29 Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning 2.Scenario consistent.All rewritten steps plausibly belong to the samescenario.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning 29 Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning 2.Scenario consistent.All rewritten steps plausibly belong to the samescenario

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.826925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d60813c5-b66b-44ed-8dd6-4bcb8aca68b5 · outbound

This paper cites The core logic, numerical values, and (for multiple-choice) the option letters and contents must be unchanged.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning The core logic, numerical values, and (for multiple-choice) the option letters and contents must be unchanged

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.817051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b72f18a9-bb5b-4b8c-88c0-516cb43f235d · outbound

This paper cites FAIL if any step references entities, settings, or framings that contradict the scenario or that read as an unrelated problem pasted in.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning FAIL if any step references entities, settings, or framings that contradict the scenario or that read as an unrelated problem pasted in

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.806753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a66d5167-c914-4613-9b2f-da05bec9d10b · outbound

This paper cites using the value from the previous step.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning using the value from the previous step

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:30:49.796334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 37ee22a3-c1f0-4ec2-9688-1ceb5fef7fab · outbound

This paper cites MAE” is the mean absolute error between the LLM and mean human score in[0, 1]. “Binary agree.

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning MAE” is the mean absolute error between the LLM and mean human score in[0, 1]. “Binary agree

Reference 87

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T04:30:49.786033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers