Published reference2026-02-19

SWE-bench Pro

Pro evaluation · sample size not reported. Compare only matched task sets and protocols.

Gemini 3.1 Pro Preview · Google evaluation · Google DeepMind · High thinking · Google scaffold

↗ Published result

Google DeepMind

Protocol as described by the publisher

Gemini 3.1 Pro evaluation methodology ↗

Reported score54.2%

Throughput—

Tokens per second · see measurement basis

Concurrency—

As recorded on this receipt

Published reference. This is a source-reported result, not a test run by this lab. GPQA uses no tools. SWE-bench Pro Public: single attempt, five-run average. HLE no-tools uses full text and multimodal set; tool-assisted HLE uses search and code.

Run configuration & provenance +

Context: Not recorded
Temperature: Not recorded
Wall time: Not recorded
Weight file: Provider-managed / not reported
Revision: Not reported
Reasoning: Not reported
Agent version: Not reported
Output token limit: Not reported
Dataset revision: Not reported
Harness host: Not reported
Model host: Published reference
Input tokens: Not reported
Output tokens: Not reported
Cached input tokens: Not reported
Agent turn / step limit: Not reported
Concurrency: Not reported
Weight file size: Not reported

Throughput measurement: Measurement method not separately reported. This should not be treated as standardized decode-only speed.

Provider evaluation

GPQA uses no tools. SWE-bench Pro Public: single attempt, five-run average. HLE no-tools uses full text and multimodal set; tool-assisted HLE uses search and code.

Run ID: research-gemini-3.1-pro-preview-google-evaluation-swe-bench-pro

Tasks

Task explorer

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No task records in this receipt.

The headline or summary is available above. Individual outcomes have not been provided.

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