DeepSeek V4 基准测试追踪：编程、工具调用与 Agent 工作流表现

中文摘要

关注 DeepSeek V4 在 OpenClaw PinchBench、编程、推理和工具调用中的表现，以及它与 GPT、Claude、Gemini 的差距。

阅读提示

这篇中文稿保留原始来源链接，并把 DeepSeek 官方发布、报道和市场传闻分开标注。购买相关判断仍以 /zh/pricing 的真实库存卡片为准；出现在新闻或基准中的模型不代表可购买。

英文原文

Daily signal

DeepSeek V4 should not be tracked as one generic model label. V4 Pro and V4 Flash serve different workloads, so benchmark updates are only useful when they identify the exact variant tested and separate measured results from model-lab claims.

What changed for readers

• Pro should be watched for reasoning, coding review, and agent reliability.
• Flash should be watched for throughput, API economics, routine coding, retrieval, and repeated tool steps.
• A score without variant, date, source, and task category should be treated as incomplete.

How this hub will use the data

Fresh benchmark data belongs in comparison pages and benchmark tables first. News cards should summarize what changed and point readers toward the maintained comparison surfaces.

Watch targets

Artificial Analysis, LiveBench, LMArena, SWE-bench-style coding trackers, and tool-calling benchmarks are the most useful sources when they publish DeepSeek V4-specific rows.