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Benchmark Tests Do Not Equal Real Capabilities? Study Suggests AI Code Passing Rate May Be Overestimated by Up to 7 Times

Research indicates that the SWE-bench Verified benchmark may overestimate AI programming capabilities, as about half of the AI code solutions deemed 'passed' in the test would be rejected in real project reviews, highlighting a significant gap between automated evaluation and actual engineering quality. This finding raises important questions about the standards for assessing AI-assisted software engineering.....

10.2k 1 hours ago

Benchmark Tests Do Not Equal Real Capabilities? Study Suggests AI Code Passing Rate May Be Overestimated by Up to 7 Times

Research Alert: AI Agents' Testing is Too Focused on Programming, Overlooking 92% of the Real Labor Market

A joint study by Carnegie Mellon University and Stanford University found that current AI agent development suffers from 'path dependency.' The research analyzed 72,000 tasks in mainstream AI benchmarks and found that evaluations are overly concentrated in the programming field, while neglecting non-programming occupations that make up 92% of the U.S. labor market. This imbalance may lead AI technology development to deviate from practical application needs.

9.4k 17 hours ago

AI Outbound Calls Say Goodbye to Blind Self-Importance! AAuto Collaborates with Meituan to Launch VoiceAgentEval: The First Industry Evaluation Benchmark Makes AI More Human

AAuto launches the AI outbound call evaluation benchmark VoiceAgentEval in collaboration with Meituan, emphasizing practicality and covering 6 fields and 30 sub-scenarios, aiming to promote industry standardization through real business data.

12.4k 22 hours ago

Shanghai AI Lab Releases the First Video-to-Web Evaluation Benchmark IWR-Bench: GPT-5 Scores 36.35 Points in Total

Shanghai AI Lab and Zhejiang University introduced IVR-Bench, the first benchmark evaluating LLMs' ability to convert videos into interactive web code, filling the gap in dynamic interaction assessment for AI front-end development.....

9.8k 2 days ago

AI Products

SuperCLUE

Leading AI evaluation benchmark for measuring and comparing AI model performance.

AI model

11.9k

Models

Doubao-1.5-pro-32k

Bytedance

$0.8

Input tokens/M

Output tokens/M

128

Context Length

Claude Opus 4.1

Anthropic

$105

Input tokens/M

$525

Output tokens/M

200

Context Length

GLM-4.5-AirX

Chatglm

Input tokens/M

Output tokens/M

128

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GLM-4.5-Air

Chatglm

Input tokens/M

Output tokens/M

128

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Hunyuan-TurboS-latest

Tencent

$0.8

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Gemma 3n E2B Instructed

Google

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QianfanHuijin-Reason-8B

Baidu

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Hunyuan-Functioncall

Tencent

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Hunyuan-Turbo

Tencent

$2.4

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$9.6

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Pangu-MM-M2-AIGVideo-1.0.0

Huawei

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GLM-Z1-Air

Chatglm

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128

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GLM-Z1-AirX

Chatglm

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128

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Yi-Lightning

01-ai

$0.99

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$0.99

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kimi-latest-128k

Moonshot

$10

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$30

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131

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Gemma 2 9B

Google

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GLM-4-Plus

Chatglm

$100

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$100

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128

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Yi-Medium

01-ai

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Yi-Large-RAG

01-ai

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Yi-Large-Turbo

01-ai

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Yi-Large

01-ai

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MCP

AWorld

AWorld is a multi - agent system framework aiming to bridge the gap between theoretical MAS capabilities and practical applications, providing a full - set solution from single - agent to multi - agent collaboration/competition. The project supports scenarios such as browser/mobile operations and GAIA benchmark testing, adopts a client - server architecture, integrates a rich toolchain, and includes performance evaluation and training functions.

python

10.4k

2.0points

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