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Bin Wu

@binwu_cs

PhD Student at @UCL, UCL NLP (@ucl_nlp), WI (@ucl_wi_group) and UCL AI Center (@ai_ucl), @Bloomberg
#DataScience Ph.D. Fellow. #ML #NLP #IR.
London, UK bingo-w.github.io Joined November 2023
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Bin Wu @binwu_cs
๐Ÿš€ New paper: AgentSearchBench โ€” a benchmark for AI agent search in the wild.

As agent ecosystems grow, a fundamental question emerges: how do we find the right agent for a task?

We build a benchmark with ~10k real-world agents and show:

โ€ข Semantic similarity โ‰  agent performance
โ€ข Description-based ranking often underestimates capable agents
โ€ข Execution-aware probing improves ranking

๐Ÿ“„ Paper: arxiv.org/abs/2604.22436

Joint work with Arastun Mammadli @arastunmammadli (co-first author) and Xiaoyu Zhang, Emine Yilmaz @emine_yilm at the UCL AI Center @ai_ucl and UCL Computer Science @uclcs

#AI #Agents #LLM #InformationRetrieval
arxiv.org AgentSearchBench: A Benchmark for AI Agent Search in the Wild The rapid growth of AI agent ecosystems is transforming how complex tasks are delegated and executed, creating a new challenge of identifying suitable agents for a given task. Unlike traditional...
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Bin Wu @binwu_cs
Excited to share that the deadline for our AgentSearch Workshop @ SIGIR 2026 has been extended to

๐Ÿ“… ๐— ๐—ฎ๐˜† ๐Ÿด, ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ (๐—”๐—ผ๐—˜)

If you work on retrieval, AI agents, or tool use, weโ€™d love to see your submissions.

๐Ÿ”— agent-search.github.io/agentsearch-siโ€ฆ
agent-search.github.io AgentSearch Workshop @ SIGIR 2026 The First Workshop on Indexing, Retrieval, and Ranking of AI Agents
AgentSearch @AgentSearchIR Apr 22
๐Ÿ“ข Deadline extended!
AgentSearch Workshop @ SIGIR 2026

๐Ÿ“… New deadline: ๐— ๐—ฎ๐˜† ๐Ÿด, ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ (๐—”๐—ผ๐—˜)

Focus: retrieving & ranking AI agents/tools

๐Ÿ”— agent-search.github.io/agentsearch-siโ€ฆ
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