• Home
  • Technology
  • Gaming
  • Entertainment
  • World & Business
  • Science
  • Sports
  • AI
HomeTechnologyGamingEntertainmentWorld & BusinessScienceSportsAI
    • Home
    • Technology
    • Gaming
    • Entertainment
    • World & Business
    • Science
    • Sports
    • AI
    AI
    Reaction

    The case for benchmarking the AI research process, not just its score

    A user says Fable pushes bigger ideas, while Astra recommends a pilot and careful evidence checks for the same task.

    CLSCL
    Amber (Jiachen) Liu 🍊A(
    2 Sources, 8h ago,

    TLDR

    A user argues that benchmark leaderboards reduce scientific exploration to a single number, missing differences in how AI systems approach research. They contrast Fable’s push to try bigger things with Astra’s advice to run a pilot and validate evidence, and say research logs could make it possible to benchmark the process itself.

    Combined views

    5.2K

    2 Sources, first seen 8h ago

    Combined views

    5.2K

    2 Sources, first seen 8h ago

    82 likes
    first seen 8h ago
    82 likes
    2 comments
    43 saves
    15 reposts
    2 comments
    43 saves
    15 reposts
    Featured Source

    Sentiment

    Positive——Negative

    Summary

    Not enough discussion yet.

    No sentiment analysis available yet.

    Sentiment

    Positive——Negative

    Summary

    Not enough discussion yet.

    No sentiment analysis available yet.

    2 Sources

    Amber (Jiachen) Liu 🍊@JIACHENLIU8You've probably noticed that Astra and Fable tackle the exact same task with completely different personalities: Fable pushes you to try bigger things, while Astra suggests running a pilot first and carefully validating every piece of evidence. In the real world, we care deeply about these nuances in the process. They determine whether you're partnering with a rigorous scientist or a reckless gambler. Yet today's benchmark leaderboards ignore all of this, reducing scientific exploration to a single, blind number. Now, for the first time in history, the entire scientific journey is recorded in the logs. We finally have a chance to open up the black box and benchmark the research process itself.8h
    CLS@ChengleiSiRT @JIACHENLIU8: You've probably noticed that Astra and Fable tackle the exact same task with completely different personalities: Fable pus…32m

    2 Sources

    Amber (Jiachen) Liu 🍊@JIACHENLIU8You've probably noticed that Astra and Fable tackle the exact same task with completely different personalities: Fable pushes you to try bigger things, while Astra suggests running a pilot first and carefully validating every piece of evidence. In the real world, we care deeply about these nuances in the process. They determine whether you're partnering with a rigorous scientist or a reckless gambler. Yet today's benchmark leaderboards ignore all of this, reducing scientific exploration to a single, blind number. Now, for the first time in history, the entire scientific journey is recorded in the logs. We finally have a chance to open up the black box and benchmark the research process itself.8h
    CLS@ChengleiSiRT @JIACHENLIU8: You've probably noticed that Astra and Fable tackle the exact same task with completely different personalities: Fable pus…32m
    Today's Rank

    —

    Not ranked yet

    Today's Rank

    —

    Not ranked yet