Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T04:40:30.985824Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 100 of 262 outbound references and 2 inbound Pith citation observations for arXiv:2606.20683.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T04:40:30.985824Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T01:26:13.675678Z
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 262 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 58522ca2-8cbd-43b6-af60-cddcf722c9c6 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Language models are few-shot learners,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84375e0d-1b05-49c3-b727-5ffe8ad49c17 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Training language models to follow instructions with human feedback,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f56010a-5489-44f8-ab7b-b27909e03997 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6d337973-b161-4fa9-a733-5fc38a523a1a · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design The rise and potential of large language model based agents: A survey,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8a26d76-d63f-49a2-bfb2-db2d5f7046c1 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Introducing devin, the first AI software engi- neer,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bd1b179-c552-4a1f-8ee5-4a7a69d09668 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design How claude code works,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07ef3c0c-9b6e-4abd-9109-071ce6584eec · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Harness engineering: Leveraging codex in an agent- first world,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7e47489-82db-4065-a3e0-4fea914af657 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design From Mind to Machine: The Rise of Manus AI as a Fully Autonomous Digital Agent
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 13154711-0fc9-41c4-9ac0-fca12f83d261 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design AutoGPT,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65e619f7-072e-466a-bbb7-36cd89138970 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Openhands: An open platform for ai software developers as generalist agents,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d663ab7-a072-460c-8a22-1c3dab9c01c9 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design OpenClaw: Personal AI assistant,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26d516e5-be41-4065-97e1-4d19ff11f0c4 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Measuring Massive Multitask Language Understanding
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 834324a1-057a-4481-b9cf-7a13146b37f9 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Gpqa: A graduate-level google-proof q&a benchmark,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21822162-ffc5-408f-bfb0-a4ea067cb35f · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Evaluating Large Language Models Trained on Code
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8c647b28-4f5b-4596-a25e-e8d06aae98b6 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Humanity's Last Exam
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d643b8ee-076a-4272-9ffd-ab8bf7868e2e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Swe-bench: Can language models resolve real-world github issues?
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19b4ab92-5b53-4124-a1e4-4a0b495f0e84 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Webarena: A realistic web environ- ment for building autonomous agents,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7ab6247-f756-40ee-a44f-8efb31a25971 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Osworld: Benchmarking mul- timodal agents for open-ended tasks in real computer environ- ments,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8168787c-8dcd-4f39-a89d-748b125cc7eb · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Theagent- company: benchmarking llm agents on consequential real world tasks,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d814d75-9fb4-44f6-a7b4-8ebd02381387 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 521d6e99-f4b7-43ba-8367-78101d048baf · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Swe-agent: Agent-computer interfaces enable automated software engineering,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f7bde6d-8e79-460f-9f7f-daf03a9ae462 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design My AI adoption journey,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77a701d5-1f38-4a72-8d6a-2407e755e628 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Natural-Language Agent Harnesses
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0b11ae1e-86b3-45e4-8be4-38283a1ebcbf · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Meta-Harness: End-to-End Optimization of Model Harnesses
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2bd0337b-55d7-49d4-bf87-1713529a3f2d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Opensquilla: Token-efficient ai agent with same budget, higher intelligence density,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9768f811-0a2a-4bf3-acc9-57baec4f2e1c · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Chain-of-thought prompting elicits reasoning in large language models,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1ef6680-9cd1-42a9-861a-c8ada338e125 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 32df21dc-46fa-4c0a-b9e8-a275b1cb56be · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Tree of thoughts: Deliberate problem solving with large language models,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a87922a-6235-43d4-b4eb-681aa58bdcc0 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Effective context engineering for AI agents,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a66276ae-5cb7-4df7-8376-27278800f95e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Retrieval- augmented generation for knowledge-intensive nlp tasks,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b971c240-1bd1-4be4-94db-ef401d132c94 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Memgpt: towards llms as operating systems
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1feae89a-2ef6-4092-9576-a6bc02330997 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Tool- former: Language models can teach themselves to use tools,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 161f824f-295e-4aeb-964d-2285f960c3ed · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Gorilla: Large language model connected with massive apis,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b2fe69c-c9ce-4e1f-a710-226782561abc · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 62d12a83-18ab-4397-9b48-5edda27848d9 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agent Skills for Large Language Models: Architecture, Acquisition, Security, and the Path Forward
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c2b073f3-6b79-46b8-a6fb-ba11c55bd5d0 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design ReAct: Synergizing Reasoning and Acting in Language Models
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2b5d062b-464f-4662-93d3-65de195676a6 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c9fa01c1-68fd-4d4d-bc36-3df0351a7c1a · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Symphony: Synergistic multi-agent planning with heterogeneous language model assembly,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a49b79f7-9de0-44ac-839f-e4964bff13d6 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Openai agents sdk,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 954da0f9-8ef0-4a53-8d57-0e481a8bfacf · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6b6f64c2-519b-438b-a0dd-300b98840a08 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Webrl: Training llm web agents via self- evolving online curriculum reinforcement learning,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5eccc082-9038-474f-867b-4b1859a9e440 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Computerrl: Scaling end-to-end online reinforcement learning for computer use agents
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bbc10a30-eb7b-4656-8f72-24d6933ba2e5 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9140a3cb-c0db-4691-9c49-8bbc9b641215 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design EvolveR: Self-Evolving LLM Agents through an Experience-Driven Lifecycle
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 656ff691-5abf-4439-b74e-83916829252d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agentevolver: Towards efficient self-evolving agent system
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 267608f2-640a-4f2f-8151-81e258f4d3a2 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e89abc72-ac39-4b02-b00e-c3f11b83290a · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design A survey on large language model based autonomous agents,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f94880c6-3f83-4f45-9173-3a33cda34c65 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Large Language Model based Multi-Agents: A Survey of Progress and Challenges
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4a9c5609-b8df-4a86-8735-a48437171287 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 617ff05e-458b-43d2-9771-6c5d98faa7e2 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Multi-Agent Collaboration Mechanisms: A Survey of LLMs
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c73ff787-acee-40a5-a6c5-db91920974d0 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Survey on Evaluation of LLM-based Agents
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f1cbdb79-344f-42bb-ada9-4c10634f1dfa · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Gui agents: A survey,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0255382f-ad9f-4775-920e-01382c99af3f · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design A survey on vision–language–action models for embodied ai,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eacbeaa1-da2a-48f6-9c17-72f0b7abe9ee · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design A survey on trustworthy llm agents: Threats and countermeasures,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e6b76a6-0222-4123-a575-23ea398d4538 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agent harness for large language model agents: A survey,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1620c548-dc2b-4c75-b075-6a6a3ff5b89d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agent harness engineering: A survey,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e80f71d-1931-439a-aa86-1564d9108f4e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Code as Agent Harness
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d868f062-685e-4f3e-9fb7-d96566eae302 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Intelligent agents: Theory and practice,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e4db965-2259-4c50-aedd-057ea2bc9829 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Generative agents: Interactive simulacra of human behavior,
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd226497-8354-4536-89f0-e626392271b3 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Autogen: Enabling next-gen llm applications via multi-agent conversations,
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad1450e7-7528-48d7-a368-a23b2f87fb9e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Metagpt: Meta program- ming for a multi-agent collaborative framework,
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67030b78-f4f4-45e7-b26c-1198c43532c5 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Large Language Model Guided Tree-of-Thought
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c1fa79df-c795-43fb-a389-00cb84ca9e8e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Reflexion: Language agents with verbal reinforcement learn- ing,
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da3996db-0864-46d5-9637-a2060a4ae770 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Effective harnesses for long-running agents,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1973f008-0aa1-4e98-ba92-cae7da844925 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Model context protocol,
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c8f12d8-5955-4fff-a7c1-4b18b844749c · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agent2agent (a2a,
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c02c64d9-4009-46e6-8afd-5c84e1249e2b · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Scaling Laws for Neural Language Models
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dce5347d-ed9b-4f6c-b930-e6c4a41481b0 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Training Compute-Optimal Large Language Models
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d0f0ebe8-85a9-4a7e-95a2-209005b0d666 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Palm: Scaling language modeling with pathways,
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d068976-249f-46a6-9d82-e7b08b33b53d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c291034b-5bbf-41b9-98bd-93e53b508a7f · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Competition- level code generation with alphacode,
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bce9e6b-38eb-4c3d-bfca-7320cd8a2a1e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Solving quantitative reasoning problems with language models,
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbbb5c0a-109d-40dd-b2a6-25a4c0e4f22d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f8ae1ce5-1a50-4841-bdd1-676e6dc99775 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Flamingo: a visual language model for few-shot learning,
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 973f9e5a-d86a-4d96-9929-a772141f0c8d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design On scaling up a multilingual vision and language model,
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 492317bc-ec71-4ddd-967d-7dcd9928752c · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design The Llama 3 Herd of Models
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e85f5e49-d91c-4d2e-9bde-4b9cf058639d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation,
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 422b7c19-2d82-4e9d-ac15-fc683857f187 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Training Verifiers to Solve Math Word Problems
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c774dae3-fe47-4753-87d5-de8746833a9d · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Measuring Mathematical Problem Solving With the MATH Dataset
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0708e5e6-04e4-45f9-bcbf-ac4253b0cf08 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Mmlu-pro: A more robust and challenging multi-task language understanding benchmark,
Reference 80
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Observation 6922a4f7-237f-4cdd-9f10-0cc171491814 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Qwen3 Technical Report
Reference 81
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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f66724d2-7d98-4caa-aa93-3762c17c51c4 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Mmlu-pro leaderboard,
Reference 82
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Observation 086b54b9-1847-40c9-8c16-fa5728db1ada · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Gpqa diamond,
Reference 83
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Observation f8040ee2-01c4-48d0-bf21-0555f37aced1 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Swe-agi: Benchmarking specification-driven software construction with moonbit in the era of autonomous agents,
Reference 84
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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 485faf96-3d5b-4266-97c9-fba29254ea2c · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Agent alpha: Tree search unifying generation, exploration and evaluation for computer-use agents.arXiv preprint arXiv:2602.02995
Reference 85
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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7509f3b5-37b6-4ca6-a6fe-5565dbdb3c74 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Featurebench: Benchmarking agentic coding for complex feature development
Reference 86
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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6b4ebee3-bdb7-4bc6-ab9b-9971ece962eb · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Turkingbench: A challenge benchmark for web agents,
Reference 87
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Observation 3aaa97ae-6aad-4122-b007-25f78e8c8e9a · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design BEARCUBS: A benchmark for computer-using web agents
Reference 88
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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ac74188f-114d-418d-97c0-6dd30932082b · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Towards Adaptive ML Benchmarks: Web-Agent-Driven Construction, Domain Expansion, and Metric Optimization
Reference 89
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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 40db96f3-0a1a-401d-a8c0-6d6043db88c4 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design From static benchmarks to dynamic protocol: Agent-centric text anomaly detection for evaluating llm reasoning,
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e5bf09db-3a17-41bc-8e65-5820ee021d31 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Cloud-OpsBench: A Reproducible Benchmark for Agentic Root Cause Analysis in Cloud Systems
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 81527069-bfad-4aa6-ac4c-909ebab6d78e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Bigcodebench: Benchmarking code generation with diverse function calls and complex instructions,
Reference 92
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Observation 84d3d853-fdda-40c0-824f-6e3ef8ddaca6 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design LiveClawBench: Benchmarking LLM Agents on Complex, Real-World Assistant Tasks
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5dfc95db-f400-4807-a57c-b309d5bdc2bf · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Multichallenge: A realistic multi-turn conversation evaluation benchmark challenging to frontier llms,
Reference 94
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Observation 07c2dd7c-4756-4de7-8b88-a6f35787d7dd · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Measuring AI Ability to Complete Long Software Tasks
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b77ef95e-190c-4ea5-a174-65dfb78e7baa · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Large language models are zero-shot reasoners,
Reference 96
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Observation a4975686-e876-471d-b4aa-8b5db4e1be24 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Self-refine: Iterative refinement with self-feedback,
Reference 97
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Observation 318cc1cc-0f55-434a-9d44-4a811e21d98e · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e0831e76-4b1f-42f6-8f1c-ae352711b84a · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Beyond local code optimization: Multi-agent reasoning for software system optimization,
Reference 99
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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dc56c47b-e22a-420e-966c-709baa889a58 · outbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design Quality-driven agentic reasoning for llm-assisted software design: Questions-of-thoughts (qot) as a time-series self-qa chain,
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 087403f3-7980-4924-9b81-ebc7d3ba191c · inbound
Agentic Routing: The Harness-Native Data Flywheel From Question Answering to Task Completion: A Survey on Agent System and Harness Design
Reference 10
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Observation 7a01f2f9-db21-4fed-b9cf-05bc136fcd93 · inbound
CHILL-Harness: Counterfactual Harness Learning for Efficient Reasoning in Long-Horizon Agents From Question Answering to Task Completion: A Survey on Agent System and Harness Design
Reference 28
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