SShortSingh.
Back to feed

Same Kimi K2 model scores 84.63% to 100% on tool-call schema accuracy across hosts

0
·9 views

Moonshot's K2 Vendor Verifier repository shows the same model weights producing very different tool-calling results depending on the host serving them. Using an identical 4,000-request test set and Moonshot's own endpoint as the reference, Fireworks achieved 100% schema accuracy while Together reached only 84.63%. Across 15 Kimi K2 Thinking deployments, the spread was about 16 percentage points, and a separate K2 0905 table showed a gap of roughly 28 points. The analysis also notes that a high schema score can mask poor decisions about when to call tools, so the trigger F1 metric must be read alongside it. Because agent sessions involve many calls that must all validate, small per-call error rates compound into significant session failure rates.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingHacker News ·

Police Reportedly Using AI to Flag Drivers for Suspicious Behavior

A Gizmodo report, shared on Hacker News, says police are now using artificial intelligence to decide which drivers to pull over. The systems reportedly flag vehicles based on behavior the software considers suspicious. The available text is limited to a link and metadata, so the specific agencies, locations, and details of how the tools work could not be confirmed. Further reporting would be needed to assess how the technology is applied and what oversight exists.

0
ProgrammingHacker News ·

Wired Reports 28-Year-Old DOGE Operative Led USAID Cuts; HR Found No Employment Record

A Wired investigation reports that a 28-year-old operative associated with the Department of Government Efficiency (DOGE) played a central role in dismantling the U.S. Agency for International Development (USAID). According to the report, the agency's human resources department had no record of him ever working there. The article raises questions about how an individual without a formal USAID employment history came to wield such influence over the agency's operations. The source material provided is limited to the article link and metadata, so the full details of the reporting could not be independently verified here.

0
ProgrammingHacker News ·

Classification of Finite Simple Groups Formalized in Lean

A project has produced a formalization of the classification of finite simple groups in the Lean proof assistant, as described on a dedicated project website. The source is a Hacker News post that links to that site and has drawn modest attention, with 11 points and 6 comments at the time of posting. The original item provides few further details, so the scope, authors, and verification status of the formalization cannot be confirmed from it. The classification is a landmark result in group theory, long regarded as one of the largest collaborative proofs in mathematics.

0
ProgrammingHacker News ·

Essay Proposes Theses on a Philosophy of News in Harper's

A Harper's Magazine essay titled "Vicious Cycles: Theses on a Philosophy of News" offers a set of theses examining what news is and how it functions. The piece was published in Harper's Magazine's January 2020 archive. It was shared on Hacker News, where it drew modest attention with three points and no comments at the time of the listing. The available material provides only the title, publication details, and link metadata, so the essay's specific arguments cannot be summarized from this source alone.