Paper Citation Record · LEDGER

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

As of 19 August 2026, this Paper Citation Record lists 100 of 209 outbound references and 4 inbound Pith citation observations for arXiv:2506.11102.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.11102 v1

Coverage vector

measured 100 of 209 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:00:19.491104Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T12:52:20.911788Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-29T12:53:26.388274Z

Reference resolution

100 of 209 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e9f6a353-6bd8-4e4c-ad86-066f7a6b64b0 · outbound

This paper cites Attention Is All You Need.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Attention Is All You Need

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:15.697976Z

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Unavailable: canonical work link unavailable.

Observation 20a874fb-0745-42ba-ae6c-4dbe13914100 · outbound

This paper cites GPT-4 Technical Report.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:15.738449Z

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Observation e4204d53-69d2-4844-9220-e09b75a3b614 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey LLaMA: Open and Efficient Foundation Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:15.823334Z

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Observation bd209cb1-83af-4bed-a32e-42fe2a9e3eef · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Gemini: A Family of Highly Capable Multimodal Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:15.888246Z

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Observation 1f1aea1c-d210-439c-826e-ad41f4eb41da · outbound

This paper cites Qwen Technical Report.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Qwen Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:15.977297Z

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Observation 9955fec4-7265-4424-801f-20e4dbd9cb3d · outbound

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

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.066521Z

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Observation 69fa2201-e8bc-4705-b486-9f157ea47c3b · outbound

This paper cites Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.156522Z

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Observation bce1507e-654c-4c19-9d1f-29057183678a · outbound

This paper cites Beyond Browsing: API-Based Web Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Beyond Browsing: API-Based Web Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.253072Z

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Observation b486343d-eeb8-4628-8e1f-34b2dbe3db46 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.334469Z

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Observation 25195080-ca4c-4c89-b675-24aa4716ba9c · outbound

This paper cites A Survey on Evaluation of Large Language Models.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey A Survey on Evaluation of Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.424040Z

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Observation 67aa1f7b-6ad2-4d05-81d8-0bebbd80e45a · outbound

This paper cites A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.519703Z

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Observation a6a852ba-7372-4622-9b0c-2306905712da · outbound

This paper cites Evaluating Large Language Models: A Comprehensive Survey.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Evaluating Large Language Models: A Comprehensive Survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.603597Z

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Observation e22630de-a20b-4ab0-a2ba-22e7415e6c38 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Evaluating Large Language Models Trained on Code

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.716446Z

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Observation 6c35e0c2-bf2a-4915-8d74-55c1a2c5b3a0 · outbound

This paper cites ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.785966Z

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Observation 8725aa85-b4ef-4110-94c3-4875641fb7c4 · outbound

This paper cites Codereval: A benchmark of pragmatic code generation with generative pre-trained models,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Codereval: A benchmark of pragmatic code generation with generative pre-trained models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.847762Z

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Observation a9a44159-a09f-4e11-8a89-a47582ee1cb6 · outbound

This paper cites Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:16.923044Z

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Observation bb73fe5c-1553-4d57-80b8-eec45055522d · outbound

This paper cites CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.038881Z

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Unavailable: canonical work link unavailable.

Observation 6b00341c-253f-4bcc-9dbe-67c6ddb7b03f · outbound

This paper cites CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.129393Z

Source-reported events for the cited work

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Observation 4f4399a5-4ada-423b-b1de-9ac0369b8db8 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.220729Z

Source-reported events for the cited work

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Observation fb373681-2cd1-4688-80b1-e656e8507ee3 · outbound

This paper cites Natural Language to Code Generation in Interactive Data Science Notebooks.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Natural Language to Code Generation in Interactive Data Science Notebooks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.290883Z

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Unavailable: canonical work link unavailable.

Observation 38c40404-8e4a-442d-92f3-7c537a4581bd · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.379245Z

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Observation 9a21d675-1c13-4335-81f9-84ac9f795873 · outbound

This paper cites SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.468272Z

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Observation a1309315-93d3-4e28-9d01-2ab65f09bbd6 · outbound

This paper cites SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.591067Z

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Observation a6f4fa44-f487-4298-89f8-fc866145363d · outbound

This paper cites SWE-bench-java: A GitHub Issue Resolving Benchmark for Java.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey SWE-bench-java: A GitHub Issue Resolving Benchmark for Java

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.668524Z

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Observation ac6f0cbc-2bd6-4dc9-8551-cdf4d36fc239 · outbound

This paper cites Swe arena: An open evaluation platform for automated software engineering,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Swe arena: An open evaluation platform for automated software engineering,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.755574Z

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Observation 260f0122-a06f-458b-8013-6a447543a989 · outbound

This paper cites Large Language Model Critics for Execution-Free Evaluation of Code Changes.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Large Language Model Critics for Execution-Free Evaluation of Code Changes

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.825915Z

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Unavailable: canonical work link unavailable.

Observation 813acb66-9098-400d-ad9c-6e5b2a189a9b · outbound

This paper cites SWE-Bench+: Enhanced Coding Benchmark for LLMs.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey SWE-Bench+: Enhanced Coding Benchmark for LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.909889Z

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Observation e418d1de-4524-4de4-8d16-e35ddd9d35d4 · outbound

This paper cites RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:17.987699Z

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Observation f139a15e-d5af-4b93-a480-42d0a4391586 · outbound

This paper cites Swt- bench: Testing and validating real-world bug-fixes with JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2015 15 code agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Swt- bench: Testing and validating real-world bug-fixes with JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2015 15 code agents,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:18.114116Z

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Observation c9b9dfe3-3ea2-422c-ac78-ec6c47107748 · outbound

This paper cites ChatDev: Communicative Agents for Software Development.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ChatDev: Communicative Agents for Software Development

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:18.220143Z

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Observation 8794d234-6f6e-4577-af53-7fe360f293b7 · outbound

This paper cites Prompting Large Language Models to Tackle the Full Software Development Lifecycle: A Case Study.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Prompting Large Language Models to Tackle the Full Software Development Lifecycle: A Case Study

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:18.380320Z

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Observation d59ecd38-95a2-4267-810e-79a9d494d2f9 · outbound

This paper cites ML-Bench: Evaluating Large Language Models and Agents for Machine Learning Tasks on Repository-Level Code.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ML-Bench: Evaluating Large Language Models and Agents for Machine Learning Tasks on Repository-Level Code

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:18.492754Z

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Observation 64669182-ef2a-4c15-8438-b5fbcd23cb2e · outbound

This paper cites PyBench: Evaluating LLM Agent on various real-world coding tasks.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey PyBench: Evaluating LLM Agent on various real-world coding tasks

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:18.652929Z

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Observation cfa6a7b2-935b-4330-954d-b906b47d2b12 · outbound

This paper cites World of bits: An open- domain platform for web-based agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey World of bits: An open- domain platform for web-based agents,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:18.819234Z

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Observation d6a0b09c-4fd8-442b-9c61-e7b4509ca6bb · outbound

This paper cites Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:18.979667Z

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Observation 28696c09-9fb9-4fee-a302-0c0c984f2934 · outbound

This paper cites WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.147928Z

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Observation a000fe7e-1b6c-4350-857e-19800d4bce97 · outbound

This paper cites Mind2Web: Towards a Generalist Agent for the Web.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mind2Web: Towards a Generalist Agent for the Web

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.200192Z

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Observation 32195e48-97c1-47c4-91bc-c333b7e5b9a8 · outbound

This paper cites WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.208743Z

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Observation 16c6613a-41f3-443b-9ed3-312f57df1290 · outbound

This paper cites Weblinx: Real-world website navigation with multi-turn dialogue,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Weblinx: Real-world website navigation with multi-turn dialogue,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.213819Z

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Observation b841e096-a322-4e05-b1e9-be5b2f421b13 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.217913Z

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Observation 2ab2c25f-bea8-497c-9224-96dacde30869 · outbound

This paper cites VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.222011Z

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Observation d16271a0-9a49-4f04-8f55-39f65d233eca · outbound

This paper cites WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.226003Z

Source-reported events for the cited work

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Observation 630117aa-28ce-4993-80b4-114cec9d210a · outbound

This paper cites WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.230822Z

Source-reported events for the cited work

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Observation 1186c679-70d6-4b64-88d5-97feafe877be · outbound

This paper cites Mmina: Benchmarking multihop multimodal internet agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mmina: Benchmarking multihop multimodal internet agents,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.235463Z

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Observation f46d40d4-b103-481d-bb00-172bd36a716b · outbound

This paper cites AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks?.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks?

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.244078Z

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Observation b1cf617c-6338-4d35-ba44-47b9195a9237 · outbound

This paper cites WebCanvas: Benchmarking Web Agents in Online Environments.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey WebCanvas: Benchmarking Web Agents in Online Environments

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.248544Z

Source-reported events for the cited work

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Observation 4662cf8d-cc72-4bb3-ad01-cc6b06f34723 · outbound

This paper cites ST-WebAgentBench: A Benchmark for Evaluating Safety and Trustworthiness in Web Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ST-WebAgentBench: A Benchmark for Evaluating Safety and Trustworthiness in Web Agents

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.252726Z

Source-reported events for the cited work

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Observation 9c94bc8b-9eed-45ac-aa11-f94971c1673d · outbound

This paper cites VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.256618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2078033d-11f9-4c4b-aa9a-50f46a02f291 · outbound

This paper cites Tur[k]ingBench: A Challenge Benchmark for Web Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Tur[k]ingBench: A Challenge Benchmark for Web Agents

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.260739Z

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Unavailable: canonical work link unavailable.

Observation f07bc4b2-1d36-420b-9040-ebb798af31bc · outbound

This paper cites BEARCUBS: A benchmark for computer-using web agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey BEARCUBS: A benchmark for computer-using web agents

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.265264Z

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Observation 5e668517-a3fd-4001-90bb-2b2b25d90438 · outbound

This paper cites TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.269330Z

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Observation 2d4cc33b-2ebb-423f-aa49-f9c9382bc14e · outbound

This paper cites Waber: Evaluating reliability and efficiency of web agents with existing benchmarks,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Waber: Evaluating reliability and efficiency of web agents with existing benchmarks,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.273386Z

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Unavailable: canonical work link unavailable.

Observation 4b2137e9-47f1-41d3-ba0c-d1117c0951a1 · outbound

This paper cites Visualagentbench: Towards large multimodal models as visual foundation agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Visualagentbench: Towards large multimodal models as visual foundation agents,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.277558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 462df6dc-603f-4a8e-bcde-f53f8d7eae9f · outbound

This paper cites An illusion of progress? assessing the current state of web agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey An illusion of progress? assessing the current state of web agents,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.286579Z

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Unavailable: canonical work link unavailable.

Observation 3f6c04dd-390b-4807-87bb-94cf5d86252d · outbound

This paper cites Available: https://arxiv.org/abs/2408.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Available: https://arxiv.org/abs/2408

Reference 55

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Observation 3a93fdb7-817a-49d1-b70e-8ece429887cd · outbound

This paper cites OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.295587Z

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Observation ef6a25c2-4649-443a-b98a-a168c8efa59a · outbound

This paper cites REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websites.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websites

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.291115Z

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Observation 3bac919f-dc2c-4aae-ba7e-4e4107315075 · outbound

This paper cites Osworld: Benchmarking multimodal agents for open-ended tasks in real com- puter environments,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Osworld: Benchmarking multimodal agents for open-ended tasks in real com- puter environments,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.308312Z

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Observation 7f0563c7-aef4-4f8c-a779-69619ed51102 · outbound

This paper cites Chatshop: Interactive information seeking with language agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Chatshop: Interactive information seeking with language agents,

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.300016Z

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Observation dda98239-a6b9-4277-95b6-c42b36d3fad9 · outbound

This paper cites Available: https://arxiv.org/abs/2404.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Available: https://arxiv.org/abs/2404

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.303915Z

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Observation b19e26d6-6b73-4def-8ebd-53bbd598a4f0 · outbound

This paper cites Omniact: A dataset and benchmark for enabling multimodal generalist JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2015 16 autonomous agents for desktop and web,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Omniact: A dataset and benchmark for enabling multimodal generalist JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2015 16 autonomous agents for desktop and web,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.320520Z

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Observation a74440e1-7362-4698-933a-030d5e0788dd · outbound

This paper cites Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.312139Z

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Observation 926aa596-72e1-4422-8377-9852b44ba4a2 · outbound

This paper cites AgentStudio: A Toolkit for Building General Virtual Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey AgentStudio: A Toolkit for Building General Virtual Agents

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.316341Z

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Observation 1161f127-6a82-41d7-a01d-7c7dc859b437 · outbound

This paper cites Mapping Natural Language Instructions to Mobile UI Action Sequences.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mapping Natural Language Instructions to Mobile UI Action Sequences

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.333127Z

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Observation 7c9775cf-fff2-41b9-8e65-cec65a483072 · outbound

This paper cites OfficeBench: Benchmarking Language Agents across Multiple Applications for Office Automation.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey OfficeBench: Benchmarking Language Agents across Multiple Applications for Office Automation

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.324265Z

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Observation 6c4ce685-e80a-427b-8709-453443680570 · outbound

This paper cites PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.328784Z

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Observation c24c036c-e0ba-44ec-92ac-ba87eb081604 · outbound

This paper cites Androidinthewild: A large-scale dataset for android device control,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Androidinthewild: A large-scale dataset for android device control,

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.346134Z

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Observation 53c92253-b41c-4aeb-bb37-9ff2de041d01 · outbound

This paper cites UGIF: UI Grounded Instruction Following.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey UGIF: UI Grounded Instruction Following

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.337239Z

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Observation b16d9ff5-45a8-41e3-84d9-6a62c76dd8ad · outbound

This paper cites Mobile App Tasks with Iterative Feedback (MoTIF): Addressing Task Feasibility in Interactive Visual Environments.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mobile App Tasks with Iterative Feedback (MoTIF): Addressing Task Feasibility in Interactive Visual Environments

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.341889Z

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Observation c516cf87-86ac-4af6-ad50-884687aaba0e · outbound

This paper cites Benchmarking Mobile Device Control Agents across Diverse Configurations.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Benchmarking Mobile Device Control Agents across Diverse Configurations

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.358520Z

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Observation c35fdbb1-a917-4fae-82f7-bb9d1f4e8f26 · outbound

This paper cites On the effects of data scale on ui control agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey On the effects of data scale on ui control agents,

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.349977Z

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Observation 597d503c-9e1f-4749-b85a-2961a22930c9 · outbound

This paper cites AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.353842Z

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Unavailable: canonical work link unavailable.

Observation 662a50e3-fee9-4a80-a395-7d688686b468 · outbound

This paper cites A3: Android agent arena for mobile gui agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey A3: Android agent arena for mobile gui agents,

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.371285Z

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Observation d43916d4-6038-4196-9424-1085d5bd84e3 · outbound

This paper cites AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.362479Z

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Observation 8946c67a-a648-4d4d-a8b3-ed1c6b20f1df · outbound

This paper cites Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.366743Z

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Observation 7b013bde-7dff-41c4-a047-955f874f7890 · outbound

This paper cites Mobilesafetybench: Evaluating safety of autonomous agents in mobile device control,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mobilesafetybench: Evaluating safety of autonomous agents in mobile device control,

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.384014Z

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Observation 61b6aa15-c081-4984-9703-32da31ddb09a · outbound

This paper cites Mobile-Env: Building Qualified Evaluation Benchmarks for LLM-GUI Interaction.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mobile-Env: Building Qualified Evaluation Benchmarks for LLM-GUI Interaction

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.375445Z

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Observation 880efb3e-e422-4412-8589-7df047937b48 · outbound

This paper cites Understanding the weakness of large language model agents within a complex android environment,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Understanding the weakness of large language model agents within a complex android environment,

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.379903Z

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Observation e51160c5-3605-4bfa-a3ea-9c04408c3173 · outbound

This paper cites Llamatouch: A faithful and scalable testbed for mobile ui task automation,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Llamatouch: A faithful and scalable testbed for mobile ui task automation,

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.396863Z

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Unavailable: canonical work link unavailable.

Observation 8277fa0c-d3c7-465f-bcbe-5fb718485389 · outbound

This paper cites MobileAgentBench: An Efficient and User-Friendly Benchmark for Mobile LLM Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey MobileAgentBench: An Efficient and User-Friendly Benchmark for Mobile LLM Agents

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.388589Z

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Observation b46f2ab7-81a9-45b5-9190-efb3a3381d3d · outbound

This paper cites Spa-bench: A comprehensive benchmark for smartphone agent evaluation,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Spa-bench: A comprehensive benchmark for smartphone agent evaluation,

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.392685Z

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Observation b9249483-3387-4fc9-807e-6b48abb01468 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.409750Z

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Observation fb119f8e-8e28-43f3-8f4a-0b5c711da058 · outbound

This paper cites AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.401380Z

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Observation 15d98393-a742-4dc2-aff9-a6ba44f84d3d · outbound

This paper cites Autoeval: A practical framework for autonomous evaluation of mobile agents,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Autoeval: A practical framework for autonomous evaluation of mobile agents,

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.405415Z

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Observation 0fdde1d4-9b54-4d4e-b018-1050ccf0519e · outbound

This paper cites Qasa: advanced question answer- ing on scientific articles,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Qasa: advanced question answer- ing on scientific articles,

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.422789Z

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Observation 791bbd92-ebc3-44b0-beff-a12e5c7f077b · outbound

This paper cites Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.414057Z

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Observation e72e4600-702a-421d-b460-bf671fe7bd72 · outbound

This paper cites A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.418439Z

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Observation 3ac21333-8046-40ab-83e6-38322acfbae1 · outbound

This paper cites MS2: Multi-Document Summarization of Medical Studies.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey MS2: Multi-Document Summarization of Medical Studies

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.435832Z

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Observation da3053c0-5c76-460c-9b66-332a6e24514e · outbound

This paper cites Automated Focused Feedback Generation for Scientific Writing Assistance.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Automated Focused Feedback Generation for Scientific Writing Assistance

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.426701Z

Source-reported events for the cited work

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Observation 028d9b46-f4d3-4629-9976-e3ae1e18f5ef · outbound

This paper cites AAAR-1.0: Assessing AI's Potential to Assist Research.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey AAAR-1.0: Assessing AI's Potential to Assist Research

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.431100Z

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Observation c1ca246e-b03b-465f-9f0b-cfa9a805e722 · outbound

This paper cites Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.449455Z

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Observation 03d5c5a1-2f1b-4f20-af18-7af2816ab996 · outbound

This paper cites LAB-Bench: Measuring Capabilities of Language Models for Biology Research.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey LAB-Bench: Measuring Capabilities of Language Models for Biology Research

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.439930Z

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Observation bb95e92e-a272-40c9-b8f7-2e872a71d6f5 · outbound

This paper cites ResearchArena: Benchmarking Large Language Models' Ability to Collect and Organize Information as Research Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ResearchArena: Benchmarking Large Language Models' Ability to Collect and Organize Information as Research Agents

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.444970Z

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Observation 49e1a027-28d6-459e-96e5-bb96895989a5 · outbound

This paper cites DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.463504Z

Source-reported events for the cited work

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Observation fec61084-7634-407c-97d2-09d132ee4d14 · outbound

This paper cites PaperQA: Retrieval-Augmented Generative Agent for Scientific Research.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey PaperQA: Retrieval-Augmented Generative Agent for Scientific Research

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.453993Z

Source-reported events for the cited work

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Observation 27b08d10-0e8a-46ed-84aa-a9b8314678d3 · outbound

This paper cites ScienceWorld: Is your Agent Smarter than a 5th Grader?.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ScienceWorld: Is your Agent Smarter than a 5th Grader?

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.458614Z

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Observation 043cd23b-d07a-4272-8573-e9748501667f · outbound

This paper cites Mlagent- bench: Evaluating language agents on machine learning experimentation, 2024,.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Mlagent- bench: Evaluating language agents on machine learning experimentation, 2024,

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.476908Z

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Observation 6a271e68-1308-4909-8500-8452e86d43b9 · outbound

This paper cites ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.467715Z

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Observation 79bccf71-c36d-4f0c-ba6c-fac4d942ced4 · outbound

This paper cites MLGym: A New Framework and Benchmark for Advancing AI Research Agents.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey MLGym: A New Framework and Benchmark for Advancing AI Research Agents

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.472486Z

Source-reported events for the cited work

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Observation 3b944511-a60a-467d-87f4-4285fa1271aa · outbound

This paper cites DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:19.491104Z

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Pith citing papers

Observation c18e21d6-4917-4748-9379-93e8566336c1 · inbound

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence cites this paper.

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Reference 154

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T22:23:14.879801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e2c672f-c607-4eae-81a4-f70ce2797404 · inbound

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering cites this paper.

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Reference 201

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:21:00.461563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0c5748b6-1302-4008-9625-1e82f498a169 · inbound

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory cites this paper.

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:13:40.511046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 068b5531-8028-47f4-a264-5b52127cbf69 · inbound

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents cites this paper.

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:53:26.389766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.