# OpenAI 称 GPT-5.6 Sol 在 ARC-AGI-3 上超越 Opus 5，但使用了自研测试工具

- 来源：The Decoder：AI News（RSS）
- 作者：Matthias Bastian
- 发布时间：2026-07-30 15:40
- AIHOT 分数：46
- AIHOT 链接：https://aihot.virxact.com/items/cms77yvsv02poro2euczql1xe
- 原文链接：https://the-decoder.com/openai-claims-gpt-5-6-sol-beats-opus-5-on-arc-agi-3-but-only-with-its-own-custom-test-harness

## AI 摘要

OpenAI 称 GPT-5.6 Sol 在 ARC-AGI-3 逻辑基准测试中达到 38.3%，超过 Claude Opus 5 的 30.2%。但该成绩来自 OpenAI 自研的 Responses API，启用了保留推理链的“Retained Reasoning”和压缩旧上下文的“Compaction”功能；在官方测试工具中，GPT-5.6 Sol 仅得 7.8%。

## 正文

OpenAI says it can keep up on ARC-AGI-3. After Anthropic's Claude Opus 5 quadrupled the record score on the logic benchmark, OpenAI is now showing that GPT-5.6 Sol hits 38.3 percent with two API settings, beating Opus 5's 30.2 percent.

GPT-5.6 Sol's ARC-AGI-3 scores jump dramatically when using OpenAI's custom harness with retained reasoning and compaction, compared to the official test harness. | Image: OpenAI

OpenAI isn't using the official test environment, though. Instead, it runs GPT-5.6 Sol through its own Responses API with "Retained Reasoning," which keeps the model's chain of thought between steps, and "Compaction," which summarizes old context instead of truncating it. In the official harness, GPT-5.6 Sol scored just 7.8 percent because the model's reasoning gets discarded after each action.

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OpenAI argues that benchmarks never measure just the model but also the technical setup around it. That's fair, and it's precisely why ARC-AGI-3 deliberately tests pure model performance without external aids. Opus 5 hit its 30 percent under those same constraints and would likely score even higher inside Claude Code.

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