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NeurIPS 2026Technion – Israel Institute of TTechnion - Israel Institute of THebrew University of Jerusalem, International Business MachinesTechnion, Israel Institute of TeAgent benchmarks & environments

A Matter of TASTE: Improving Coverage and Difficulty of Agent Benchmarks

TASTE reverses benchmark construction by evolving tool sequences to automatically generate harder, broader-coverage agent tasks that expose severe performance drops and saturation in existing benchmarks.

Tomer Keren, Nitay Calderon, Asaf Yehudai, Yotam Perlitz and 2 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026 · ▲ 74 on Hugging Face · Code ★ 4

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medium 9/10
strict 2/5
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ICLR 2026WorkshopInternational Business MachinesHebrew University of Jerusalem, IBM ResearchIBMMIT, IBMAgent benchmarks & environments

General Agent Evaluation

A systematic comparison of general agent architectures finds backbone choice dominates performance while architecture shifts results up to 12pp, and open models suffer generality sinks.

Elron Bandel, Asaf Yehudai, Lilach Edelstein, Yehoshua Sagron and 11 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026 · ▲ 14 on Hugging Face · Code ★ 76

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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 4/5