Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-10T01:39:57.741032Z
Paper Citation Record · LEDGER
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks
As of 23 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 2 inbound Pith citation observations for arXiv:2607.08768.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T15:18:12.398195Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-12T15:18:12.836319Z
Reference resolution
81 of 81 outbound references displayed
- verified exact19
- verified fuzzy43
- unresolved17
- parse uncertain0
- malformed identifier0
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6c75db65-7fa2-475a-abdf-7006fb8313d4 · outbound
This paper cites Pinchbench: Real-world benchmarks for ai coding agents.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Pinchbench: Real-world benchmarks for ai coding agents
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.511408Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5e5f8c88-32f2-4d34-bf13-8d8979a9c982 · outbound
This paper cites Kimi k2.6: From code to creation, from one to many.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Kimi k2.6: From code to creation, from one to many
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.507307Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0bb5bc2e-f13f-48ac-badb-261131da8509 · outbound
This paper cites Introducing claude opus 4.6.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Introducing claude opus 4.6
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.508998Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a52ac535-84b3-4e8c-a8a8-66ce8e111aac · outbound
This paper cites Introducing claude sonnet 4.6.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Introducing claude sonnet 4.6
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.512359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c6e42378-8fa1-46d0-8deb-cbb284dd9225 · outbound
This paper cites Openclaw web-search skill.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Openclaw web-search skill
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.510676Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 590bc953-51e7-4ead-8d9c-1a14212dc839 · outbound
This paper cites Openclaw edict.https://github.com/cft0808/edict, 2026.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Openclaw edict.https://github.com/cft0808/edict, 2026
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.526187Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3b08ba97-47b8-4841-83d9-bfda3ce3592f · outbound
This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.278763Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b7abcdf7-07d1-46a9-9376-5fe73ec7d829 · outbound
This paper cites The BrowserGym Ecosystem for Web Agent Research.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks The BrowserGym Ecosystem for Web Agent Research
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T01:46:41.292086Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dbc15a0b-2770-4f50-99bf-26b7e77e8135 · outbound
This paper cites Duckduckgo search openclaw.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Duckduckgo search openclaw
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.537106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c12c19bd-84b0-4c53-a253-b9545d878bb7 · outbound
This paper cites WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.276240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e1cf27cf-a589-4779-baa2-70fd2da715ed · outbound
This paper cites Codeplot-cot: Mathematical visual reasoning by thinking with code-driven images.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Codeplot-cot: Mathematical visual reasoning by thinking with code-driven images
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.619052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a8f243cf-6b9e-4b5d-a013-d4545731e5d2 · outbound
This paper cites Gemini 3 flash.https://deepmind.google/models/gemini/flash/, 2025.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Gemini 3 flash.https://deepmind.google/models/gemini/flash/, 2025
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.600321Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3875fa8b-1d8e-4f31-b1e1-7ad060fb0da2 · outbound
This paper cites Gemini 3.1 flash lite.https://deepmind.google/models/gemini/flash-lite/, 2026.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Gemini 3.1 flash lite.https://deepmind.google/models/gemini/flash-lite/, 2026
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.587147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 777fafe2-86a2-4a9d-9360-851717c64472 · outbound
This paper cites Gemini 3.1 pro.https://deepmind.google/models/gemini/pro/, 2026.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Gemini 3.1 pro.https://deepmind.google/models/gemini/pro/, 2026
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.594892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3140aba7-6b33-454b-a273-775ddead7673 · outbound
This paper cites Cogagent: A visual language model for gui agents.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Cogagent: A visual language model for gui agents
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.602275Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9f4a6df9-a7da-477a-8229-8f46438296ae · outbound
This paper cites Macagentbench: Benchmark agents where they actually work — on macos.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Macagentbench: Benchmark agents where they actually work — on macos
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.592673Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 32f20998-78e7-4833-be58-7e4c0726c600 · outbound
This paper cites Visualwebarena: Evaluating multimodal agents on realistic visual web tasks.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Visualwebarena: Evaluating multimodal agents on realistic visual web tasks
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.604342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8ec9c0f7-193f-464d-a93b-adc3a35dabcf · outbound
This paper cites Agent browser openclaw.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Agent browser openclaw
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.623013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3d8541db-d079-4165-90d2-abedb1557172 · outbound
This paper cites SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
Reference 19
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.268069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4060cc8f-298b-47dc-a826-a7fd2f91b190 · outbound
This paper cites AgentBench: Evaluating LLMs as Agents.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks AgentBench: Evaluating LLMs as Agents
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.265553Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e52b6e80-b94c-45d9-8f6b-2b2fd603de01 · outbound
This paper cites LiveClawBench: Benchmarking LLM Agents on Complex, Real-World Assistant Tasks.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks LiveClawBench: Benchmarking LLM Agents on Complex, Real-World Assistant Tasks
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.281407Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f8374b79-244e-4155-b7b0-50598ad4fe97 · outbound
This paper cites Agentboard: An analytical evaluation board of multi-turn llm agents.Advances in neural information processing systems, 37:74325–74362.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Agentboard: An analytical evaluation board of multi-turn llm agents.Advances in neural information processing systems, 37:74325–74362
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.555822Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5b6b4aeb-a57d-4c56-84ca-395eee9bd5d2 · outbound
This paper cites SkillClaw: Let Skills Evolve Collectively with Agentic Evolver.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks SkillClaw: Let Skills Evolve Collectively with Agentic Evolver
Reference 23
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.263069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6115dd1a-a17d-40f5-8398-9a1a16594027 · outbound
This paper cites Desktop control openclaw.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Desktop control openclaw
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.557817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation eade2889-5875-4bbc-859a-1e97167440ab · outbound
This paper cites ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents
Reference 25
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.270682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 31120ae4-d8b3-4418-ac90-c34b1b819fcc · outbound
This paper cites Gaia: a benchmark for general ai assistants.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Gaia: a benchmark for general ai assistants
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.561797Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 132fa747-b504-4874-8b9c-603606db00e1 · outbound
This paper cites Hermes agent: An agent that grows with you.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Hermes agent: An agent that grows with you
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.565323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4193270e-6905-4c75-a0af-b7f4ffe03966 · outbound
This paper cites Introducing gpt-4.1 in the api.https://openai.com/index/gpt-4-1/.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Introducing gpt-4.1 in the api.https://openai.com/index/gpt-4-1/
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.567597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a5034a0b-d1bf-4446-b644-8e1f4e875121 · outbound
This paper cites Introducing gpt-5.4.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Introducing gpt-5.4
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.544799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 23de0ac2-4aff-4a5e-a226-fd52de0e06fd · outbound
This paper cites Introducing gpt-5.4 mini and nano.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Introducing gpt-5.4 mini and nano
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.569416Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 69b72fb5-e2e9-4bf1-a579-f580c9b95296 · outbound
This paper cites ART: Automatic multi-step reasoning and tool-use for large language models.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks ART: Automatic multi-step reasoning and tool-use for large language models
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.281240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dd6d8b69-96d9-4fe2-a4b4-aa2cb8575943 · outbound
This paper cites TALM: Tool Augmented Language Models.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks TALM: Tool Augmented Language Models
Reference 32
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.283601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3a4f3bda-f0cc-45dc-95c4-7eac4e18ffee · outbound
This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Reference 33
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.289461Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8ccae9c2-8b01-43d7-a3d7-40e38bb3e834 · outbound
This paper cites AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents
Reference 34
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.308819Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e109df51-6418-4e54-8095-0d69f4a7e2e6 · outbound
This paper cites Nanobot: The ultra-lightweight personal ai agent.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Nanobot: The ultra-lightweight personal ai agent
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.611383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e8e7db00-0875-4da1-82c5-07b1c3513ca1 · outbound
This paper cites Toolformer: Language models can teach themselves to use tools.Advances in neural information processing systems, 36: 68539–68551.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Toolformer: Language models can teach themselves to use tools.Advances in neural information processing systems, 36: 68539–68551
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.617293Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9ba879b3-5ff9-4824-b6c0-06a13a1cf769 · outbound
This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.621345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7b5a12df-b1db-42bc-ab4f-d375e240e020 · outbound
This paper cites Reflexion: Language agents with verbal reinforcement learning.Advances in neural information processing systems, 36:8634–8652.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Reflexion: Language agents with verbal reinforcement learning.Advances in neural information processing systems, 36:8634–8652
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.613328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a44b9f56-5c29-48a3-8905-d17cd65ad30b · outbound
This paper cites Openclaw.https://github.com/openclaw/openclaw, 2025.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Openclaw.https://github.com/openclaw/openclaw, 2025
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.594604Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f146a63c-e274-41f0-aff1-c9df45192dc2 · outbound
This paper cites Qwen3.5-Omni Technical Report.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Qwen3.5-Omni Technical Report
Reference 40
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.297163Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6f8d1d88-c712-495a-a00a-445ecbe775db · outbound
This paper cites From assistant to double agent: Formalizing and benchmarking attacks on OpenClaw for personalized local AI agent.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks From assistant to double agent: Formalizing and benchmarking attacks on OpenClaw for personalized local AI agent
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-07-10T01:46:41.300025Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 101dd469-3a5c-4952-847f-bd48e84aac94 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Chain-of-thought prompting elicits reasoning in large language models
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.596364Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 44eeddb9-e227-4cf0-9c73-55cd0b02d98c · outbound
This paper cites Intelligent agents: Theory and practice.The knowledge engineering review, 10(2):115–152.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Intelligent agents: Theory and practice.The knowledge engineering review, 10(2):115–152
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.598482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c2004007-2095-4485-bf92-bcd7a853cbdf · outbound
This paper cites Metaclaw: Just talk–an agent that meta-learns and evolves in the wild.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Metaclaw: Just talk–an agent that meta-learns and evolves in the wild
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-07-10T01:46:41.289460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation eb67096b-0957-4e38-acbb-839d0b40cb49 · outbound
This paper cites Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments.Advances in Neural Information Processing Systems, 37:52040–52094.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments.Advances in Neural Information Processing Systems, 37:52040–52094
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.602498Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 564ec014-cbcf-44b5-8908-7a5e74eb577a · outbound
This paper cites TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
Reference 46
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.306236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1bd81118-61fd-4dc2-b119-0c22a15550c2 · outbound
This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action
Reference 47
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.294757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 608d9d32-0a63-478a-b4c0-ad640297fad4 · outbound
This paper cites React: Synergizing reasoning and acting in language models.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks React: Synergizing reasoning and acting in language models
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.600044Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bbdf3c80-57ef-4372-8541-1520e89b8f76 · outbound
This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Reference 49
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.271151Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 910fb33c-8da5-4d85-aede-bbea6563372f · outbound
This paper cites Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents
Reference 50
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.278931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 117fa3a6-179a-472e-90a1-f63767464268 · outbound
This paper cites Appagent: Multimodal agents as smartphone users.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Appagent: Multimodal agents as smartphone users
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.575188Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0f998663-473f-4ec5-9072-19fa3d96ce85 · outbound
This paper cites ClawBench: Can AI Agents Complete Everyday Online Tasks?.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks ClawBench: Can AI Agents Complete Everyday Online Tasks?
Reference 52
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T01:46:41.303337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4fcd13aa-bf9d-48cd-a05f-0fe6200f4998 · outbound
This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks WebArena: A Realistic Web Environment for Building Autonomous Agents
Reference 53
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T01:46:41.260658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7c5c15e3-cd75-4fbc-bce9-2c9064ee3fa5 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.581046Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 15b0f5f7-0578-4d11-b649-e2c9649c9dae · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.582963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 039ceaf8-1e2f-45dd-b0be-c3bd739d3388 · outbound
This paper cites draw the chart, compare it with the original, then revise.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks draw the chart, compare it with the original, then revise
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.590768Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 47175f3d-8b84-47b2-8adb-0ade9f2a3aa5 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.588817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 99b7afe3-6a5e-4ae0-adc0-1e24ecfbad58 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.606031Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fb6427ec-5041-4602-b259-13466066a9e1 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.575942Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6db9b2c6-0cb3-4d99-bf11-26893eceb094 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.565609Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4e09c213-a100-4345-8b6f-dd515a25be54 · outbound
This paper cites If a single screenshot cannot fit both, save an additional supplemental screenshot for the same artwork and mark that clearly in the filename or notes.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks If a single screenshot cannot fit both, save an additional supplemental screenshot for the same artwork and mark that clearly in the filename or notes
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.561630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 41257383-2bec-4324-a968-2dd77f3f558c · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.550924Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c725f40c-62a1-4fca-8d9c-64e5afa1245d · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.547178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5b4959b6-8f2e-4ec9-b6a9-0d36af619937 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.518733Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4c4f8707-01db-4c75-9304-693d942e30df · outbound
This paper cites The title must include `Rust Global: Tokyo`.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks The title must include `Rust Global: Tokyo`
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.612229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 541c0032-91f1-49ea-9bd8-5f8fe5aad012 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.557519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d69fed6b-c5f9-4a9e-b353-37429e9257a0 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 67
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.538813Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4b00de40-ef5d-471f-8be9-664dec6ca316 · outbound
This paper cites An ICS import preview, a screen where no calendar has been selected, or a dialog where import/save has not been clicked does not count as a created event.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks An ICS import preview, a screen where no calendar has been selected, or a dialog where import/save has not been clicked does not count as a created event
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.563489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ff4c3b34-8b7a-4349-9177-f9dcf2f1f927 · outbound
This paper cites Record the calendar application used, event title, start/end time, timezone, venue, registration link, and evidence file paths.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Record the calendar application used, event title, start/end time, timezone, venue, registration link, and evidence file paths
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.597673Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 35478cb7-e60a-4814-97ea-99fb26d5eb98 · outbound
This paper cites Available Images.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Available Images
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.571205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0f646519-a7c1-47ef-b6aa-be4435c210bd · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.615190Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 889b95a1-e0ae-46ff-9e05-fefdfe75cda8 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.530037Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6980910e-4299-4a7c-b7ee-0ec65b24d42b · outbound
This paper cites could be more thorough.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks could be more thorough
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.531746Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4748ebd5-3f18-47b0-b6a1-0488db74c865 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.535469Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9118fe76-f7e1-4b25-9879-fb85c0d7393d · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.528172Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 23b65796-e30f-4da1-85a2-089a29880450 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.522549Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7f11fd08-e904-4376-9311-a2f651548a23 · outbound
This paper cites an unresolved cited work.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-07-10T02:06:42.524366Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8eb27709-4fd5-41ef-9305-c5adacff5b04 · outbound
This paper cites Now let me research the LOC API to understand how to find items with clear rights and accessible images.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Now let me research the LOC API to understand how to find items with clear rights and accessible images
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.520711Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fdc6f7fd-a875-4d4d-99a2-20e111748664 · outbound
This paper cites Cycle 1 has the right pipeline and the right data; only the selection rigor and the exclusion-file consistency are insufficient.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Cycle 1 has the right pipeline and the right data; only the selection rigor and the exclusion-file consistency are insufficient
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.516466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 958a5f1d-7180-48d7-93a4-562ed717ed6e · outbound
This paper cites Hidden judging assets are never mounted into the user simulator’s workspace, and a deterministic rewriter further sanitizes the simulator’s candidate text.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks Hidden judging assets are never mounted into the user simulator’s workspace, and a deterministic rewriter further sanitizes the simulator’s candidate text
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.533698Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 60910144-a8b9-470e-8e4f-26fa6f2bb1dd · outbound
This paper cites UniClawBench scores reflect both the model’s first-pass and its recovery capabilities.
UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks UniClawBench scores reflect both the model’s first-pass and its recovery capabilities
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-10T02:06:42.514373Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
Observation c8a93242-5160-4e9b-bfba-30b4a47d5fe7 · inbound
ClawTrack: Towards Trace-Level Evaluation and Improvement of Real-World Autonomous Agents cites this paper.
ClawTrack: Towards Trace-Level Evaluation and Improvement of Real-World Autonomous Agents UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T19:49:39.606312Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acc79d96-25cd-4fc0-98b9-97354768e309 · inbound
VibeLifeBench: Can Your Life Agent Be Proactive and Persistent in a Living World? cites this paper.
VibeLifeBench: Can Your Life Agent Be Proactive and Persistent in a Living World? UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-08-12T15:18:12.843152Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.