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    An accounting bake-off for frontier AI models

    A user highlights a comparison across accounting tasks, pointing readers to results broken down by task and model.

    Robert ScobleRS
    will brownWB
    Sar HaribhaktiSH
    7 Sources, ,

    TLDR

    A user shared what they described as an accounting “bake-off” testing whether frontier AI models can perform a variety of tasks. They said the results are organized by task and model.

    Combined views

    81.8K

    7 Sources, first seen 20d ago

    Combined views

    81.8K

    7 Sources, first seen 20d ago

    472 likes
    20d ago
    first seen 20d ago
    472 likes
    30 comments
    334 saves
    49 reposts
    30 comments
    334 saves
    49 reposts

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    Positive——Negative

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    7 Sources

    Ramp Labs@RampLabsIntroducing Ramp Accounting Bench. We partnered with accounting professionals to create 137 tasks and grading rubrics grounded in everyday accounting workflows. Even with three attempts, the best model achieved only 21% accuracy. Reliable agentic accounting remains an open challenge.20d
    Sar Haribhakti@sarthakghAn accounting bake-off between frontier models whether they can perform a variety of tasks! You can see the results broken down by tasks and models20d
    will brown@willcbRT @RampLabs: Introducing Ramp Accounting Bench. We partnered with accounting professionals to create 137 tasks and grading rubrics ground…20d
    Pablo Martell@pablomartellNot another "AI does the close" demo. A scoreboard! @RampLabs just published Accounting Bench: 137 tasks and rubrics built with working accountants. Best model, three attempts: 21% fully correct. The failures cluster where the job actually lives. Data interpretation and judgment. Coding a transaction is getting easy. Knowing what the number means is not. We're spending less time on the grind, and more time on the 79% machines still miss.20d
    Robert Scoble@ScobleizerRT @pablomartell: Not another "AI does the close" demo. A scoreboard! @RampLabs just published Accounting Bench: 137 tasks and rubrics b…20d

    7 Sources

    Ramp Labs@RampLabsIntroducing Ramp Accounting Bench. We partnered with accounting professionals to create 137 tasks and grading rubrics grounded in everyday accounting workflows. Even with three attempts, the best model achieved only 21% accuracy. Reliable agentic accounting remains an open challenge.20d
    Sar Haribhakti@sarthakghAn accounting bake-off between frontier models whether they can perform a variety of tasks! You can see the results broken down by tasks and models20d
    will brown@willcbRT @RampLabs: Introducing Ramp Accounting Bench. We partnered with accounting professionals to create 137 tasks and grading rubrics ground…20d
    Pablo Martell@pablomartellNot another "AI does the close" demo. A scoreboard! @RampLabs just published Accounting Bench: 137 tasks and rubrics built with working accountants. Best model, three attempts: 21% fully correct. The failures cluster where the job actually lives. Data interpretation and judgment. Coding a transaction is getting easy. Knowing what the number means is not. We're spending less time on the grind, and more time on the 79% machines still miss.20d
    Robert Scoble@ScobleizerRT @pablomartell: Not another "AI does the close" demo. A scoreboard! @RampLabs just published Accounting Bench: 137 tasks and rubrics b…20d