Unverified50% confidenceFactExact time
The experiment was designed as follows: each model played 600 heads-up Texas Hold'em hands on a fixed set of 150 decks, each hand was split into four information versions (result only, result + hole cards, result + betting, complete), each version was asked three times with the majority answer taken, totaling nearly 50,000 questions.
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe experiment covered four models, six bot opponents, and a total of 4,800 hands.67% similarUnverifiedThe current leaderboard uses 50 fixed seeds to ensure that all agents are tested on the same game scenarios.65% similarUnverifiedThe experiment covers 23 models from 11 vendor families, 5 tasks, and accumulated over 5,500 debate and control runs in total.65% similarUnverifiedIn 100 mirror matches (same decks, fixed random seeds, with first/second player swapped), Jev won 48 games and Neural-MCTS won 52 games.62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1070279API
curl https://kongchang.com/api/v1/knowledge/claims/1070279MCP
get_claim(id=1070279)