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[ARTICLE · art-102762] src=artificialanalysis.ai ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Artificial Analysis: LLM search API providers

Artificial Analysis released DeepSearchQA, a benchmark of 900 tasks for evaluating LLM search API providers, where an LLM grader scores answers using F1 over answer items for broad research questions requiring many searches.

read1 min views2 publishedAug 19, 2026

DeepSearchQA

Broad research questions that need many searches. Answers are lists of items. An LLM grader scores each answer with an F1 score over the answer items. The full eval split has 900 tasks.

Representative example

I've completed the Desert Treasure quest on Old School Runescape, can you list all the names of the spells I can use to teleport into the wilderness that require more than four runes?

Answer: Dareeyak Teleport, Ghorrock Teleport

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