Unverified50% confidenceOpinionExact time
The GPT-4o, o1, and o3 series have continuously set records on specific benchmarks (such as MATH, HumanEval, and MMLU), yet many developers find it difficult to perceive improvements of the same magnitude in everyday use.
1
Sources
50%
Confidence
Long-term
Relevance
9/22/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedGPT-5、Grok 4等模型在基准测试(如HumanEval、SWE-bench)上表现优异,但这些测试通常是单次代码生成,与需要多轮工具调用的真实工程任务存在显著差距74% similarVerifiedMultiple academic studies have shown that a considerable proportion of the high scores achieved by mainstream models such as GPT-4 and LLaMA on leaderboards including MMLU, HumanEval, and GSM8K stem from overlap between training set and test set content.74% similarUnverifiedFrom GPT-3.5 to GPT-4, GPT-4o, o1, and the o3 series, each generation of models has shown significant improvements in dimensions such as reasoning, code generation, and multimodal understanding, with release cycles shortening from years to quarters or even months.73% similarUnverifiedGPT-5 shows significantly improved performance over previous-generation models on mainstream programming benchmarks such as HumanEval and SWE-bench73% similarUnverified智谱AI的GLM系列(尤其是CodeGeeX专项编码分支)已在HumanEval、MBPP等主流代码基准测试上达到接近GPT-4o的水平72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/941854API
curl https://kongchang.com/api/v1/knowledge/claims/941854MCP
get_claim(id=941854)