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╚═════╝ ╚═╝ ╚═╝ ╚═════╝ ╚══╝╚══╝ ╚══════╝╚══════╝ ╚═════╝ ╚═════╝ ╚═╝ ╚═╝╚═╝ Agents / Search
BrowseComp evaluates web browsing and the ability to identify answers from multiple clues. This catalog supports introductions and discussion of search methods without republishing decrypted questions or answers.
browsecomp
OpenAI introduced BrowseComp in 2025 to test agents on difficult web searches whose answers must be identified from multiple clues. The benchmark targets the persistence and information gathering needed to locate obscure facts, rather than only the ability to answer familiar factual questions from memory.
Web-browsing questions that require identifying an answer from multiple clues.
Evaluation conditions differ between rows, so this is not a ranking. Rows marked vendor are reports by the model’s own organization.
| Model | Score | Metric | Setup | Reported by | Source |
|---|---|---|---|---|---|
| o1-2024-12-17OpenAI | 9.9 | Accuracy (%) | Without browsing; medium reasoning effort. | paper | Table 3; Section 4.1 model identifiers |
| gpt-4o-search-preview-2025-03-11OpenAI | 1.9 | Accuracy (%) | With browsing. | paper | Table 3; Section 4.1 model identifiers |
| gpt-4o-2024-08-06OpenAI | 0.6 | Accuracy (%) | Without browsing. | paper | Table 3; Section 4.1 model identifiers |
Requires finding information on the web and combining multiple clues.
A BrowseComp result reflects the browsing system, available tools and search budget in addition to the model. Results obtained without browsing therefore measure a different setup from results obtained with web access. Its focus on identifying answers from clues does not directly measure broader browser tasks such as completing transactions or editing documents.
The paper results recorded here report 9.9% accuracy for o1 without browsing at medium reasoning effort, 1.9% for GPT-4o search preview with browsing, and 0.6% for GPT-4o without browsing. These particular results are far from the ceiling and show considerable remaining difficulty for the evaluated systems. They are not a current leaderboard maximum, and their different browsing setups prevent treating them as a controlled comparison of model capability alone.
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