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发现与解读中文优先 · EN 原文Agent 评测

CoArena (YC S26) 发布:众包 Computer-Use 竞技场

Coarena 是一个面向 Computer-Use 的众包竞技场:每场对战都来自真实用户任务,两款前沿模型在相同沙箱中并行执行,记录每次点击、截图和步骤,由人类先盲评胜者再揭晓模型。初步结果显示:只有约 66% 的 Agent 运行完成任务;同类任务上最佳前沿 Agent 完成率约 87%,最差约 42%;某款主流前沿模型约三分之一运行超时;约 7% 的对战中两边 Agent 都被判失败;榜首三天内三次易主。

查看英文原文

Today we are launching Coarena - The biggest crowdsourced benchmark for Computer-Use Computer-use benchmarks are saturating. Static suites get published once, leak into training data, and scores climb while capability doesn't. An arena can't saturate. On CoArena, every battle is a real task from a real person. Two frontier models run it side by side in identical sandboxes, every click, every screenshot, every step recorded. Humans judge blind: first the winner, then the reveal. Down to verdicts on individual steps. The leaderboard is live. Watch a battle. Judge one blind. Post your own task. http://coarena.ai What the arena has already shown - Only ~66% of agent runs finish their task at all 1 in 3 dies to a failure before any score exists - On identical tasks, the best frontier agent completes ~87% of runs; the worst completes ~42% - One major frontier model times out in roughly a third of its runs - In ~7% of battles, human judges ruled that BOTH agents failed - The #1 spot on our leaderboard changed hands three times in three days, real tasks don't saturate

Today we are launching Coarena - The biggest crowdsourced benchmark for Computer-Use Computer-use benchmarks are saturating. Static suites get published once, leak into training data, and scores climb while capability doesn't. An arena can't saturate. On CoArena, every battle is a real task from a real person. Two frontier models run it side by side in identical sandboxes, every click, every screenshot, every step recorded. Humans judge blind: first the winner, then the reveal. Down to verdicts on individual steps. The leaderboard is live. Watch a battle. Judge one blind. Post your own task. http://coarena.ai What the arena has already shown - Only ~66% of agent runs finish their task at all 1 in 3 dies to a failure before any score exists - On identical tasks, the best frontier agent completes ~87% of runs; the worst completes ~42% - One major frontier model times out in roughly a third of its runs - In ~7% of battles, human judges ruled that BOTH agents failed - The #1 spot on our leaderboard changed hands three times in three days, real tasks don't saturate

Agent 评估开始回到真实任务和人工裁决,案例同时暴露过早放弃

为什么值得看

真实轨迹、同环境比较和人工盲评,比只看静态答案更接近 Agent 是否能可靠完成工作的判断。

最强反方

CoArena 的完成率与排名仍是发布方自报;Linus 案例是单次成功经验,不能外推为通用可靠性。

原始出现与传播对照

1 条出现 · 本次 AIHOT 未精确命中

发现与解读

Coarena 发布:最大规模的众包 Computer-Use 基准;真实任务中的 Agent 完成率仍显著分化

Coarena 是一个面向 Computer-Use 的众包竞技场:每场对战都来自真实用户任务,两款前沿模型在相同沙箱中并行执行,记录每次点击、截图和步骤,由人类先盲评胜者再揭晓模型。初步结果显示:只有约 66% 的 Agent 运行完成任务;同类任务上最佳前沿 Agent 完成率约 87%,最差约 42%;某款主流前沿模型约三分之一运行超时;约 7% 的对战中两边 Agent 都被判失败;榜首三天内三次易主。

查看英文原文

Today we are launching Coarena - The biggest crowdsourced benchmark for Computer-Use Computer-use benchmarks are saturating. Static suites get published once, leak into training data, and scores climb while capability doesn't. An arena can't saturate. On CoArena, every battle is a real task from a real person. Two frontier models run it side by side in identical sandboxes, every click, every screenshot, every step recorded. Humans judge blind: first the winner, then the reveal. Down to verdicts on individual steps. The leaderboard is live. Watch a battle. Judge one blind. Post your own task. http://coarena.ai What the arena has already shown - Only ~66% of agent runs finish their task at all 1 in 3 dies to a failure before any score exists - On identical tasks, the best frontier agent completes ~87% of runs; the worst completes ~42% - One major frontier model times out in roughly a third of its runs - In ~7% of battles, human judges ruled that BOTH agents failed - The #1 spot on our leaderboard changed hands three times in three days, real tasks don't saturate

Today we are launching Coarena - The biggest crowdsourced benchmark for Computer-Use Computer-use benchmarks are saturating. Static suites get published once, leak into training data, and scores climb while capability doesn't. An arena can't saturate. On CoArena, every battle is a real task from a real person. Two frontier models run it side by side in identical sandboxes, every click, every screenshot, every step recorded. Humans judge blind: first the winner, then the reveal. Down to verdicts on individual steps. The leaderboard is live. Watch a battle. Judge one blind. Post your own task. http://coarena.ai What the arena has already shown - Only ~66% of agent runs finish their task at all 1 in 3 dies to a failure before any score exists - On identical tasks, the best frontier agent completes ~87% of runs; the worst completes ~42% - One major frontier model times out in roughly a third of its runs - In ~7% of battles, human judges ruled that BOTH agents failed - The #1 spot on our leaderboard changed hands three times in three days, real tasks don't saturate

直接发布标题CoArena (YC S26)@coastyai打开该层出处 ↗

Today we are launching Coarena - The biggest crowdsourced benchmark for Computer-Use Computer-use benchmarks are saturating. Static suites get published once, leak into training data, and scores climb while capability doesn't. An arena can't saturate. On CoArena, every battle is a real task from a real person. Two frontier models run it side by side in identical sandboxes, every click, every screenshot, every step recorded. Humans judge blind: first the winner, then the reveal. Down to verdicts on individual steps. The leaderboard is live. Watch a battle. Judge one blind. Post your own task. http://coarena.ai What the arena has already shown - Only ~66% of agent runs finish their task at all 1 in 3 dies to a failure before any score exists - On identical tasks, the best frontier agent completes ~87% of runs; the worst completes ~42% - One major frontier model times out in roughly a third of its runs - In ~7% of battles, human judges ruled that BOTH agents failed - The #1 spot on our leaderboard changed hands three times in three days, real tasks don't saturate

来源
X @ycombinator · x-ycombinator
证据角色
x_project_network
时间状态
known
用户判决
未判
查看该来源原文raw/x-ycombinator.json367fdd1d331dd6e28c3381658fb4f39d881202c36080dd0853c8d3fa65ce9986
Cluster IDevt_c0b681c2f2c08a703aae4284精确去重依据canonical_url事件状态未判