[{"data":1,"prerenderedAt":77},["ShallowReactive",2],{"\u002F_benchmarks\u002Fbeyond-state-of-the-art-reasoning-app":3,"navigation-_benchmarks":37,"\u002F_benchmarks\u002Fbeyond-state-of-the-art-reasoning":57,"surr-\u002F_benchmarks\u002Fbeyond-state-of-the-art-reasoning":71},{"id":4,"title":5,"author":6,"body":7,"description":24,"extension":27,"meta":28,"navigation":31,"path":32,"seo":33,"sitemap":34,"stem":35,"__hash__":36},"content\u002F_benchmarks\u002Fbeyond-state-of-the-art-reasoning.md","Beyond State-of-the-Art Reasoning",null,{"type":8,"value":9,"toc":23},"minimark",[10,20],[11,12,13],"p",{},[14,15],"img",{":provider":16,":zoom":17,"alt":18,"src":19},"s3","false","Effective Continual Learning","\u002Fassets\u002Flanding\u002Fbenchmarks\u002Fextreme-sudoku.webp",[11,21,22],{},"BDH keeps what transformers are great at, specifically language understanding and generation, while adding the ability to solve non-language problems that stump standard LLMs. Pathway’s approach reflects top-1 accuracy and does not rely on chain-of-thought nor solution backtracking.",{"title":24,"searchDepth":25,"depth":25,"links":26},"",2,[],"md",{"button":29,"href":30},"Read the blog","\u002Fresearch\u002Fbeyond-transformers-sudoku-bench",true,"\u002F_benchmarks\u002Fbeyond-state-of-the-art-reasoning",{"title":5,"description":24},{"loc":32},"_benchmarks\u002Fbeyond-state-of-the-art-reasoning","RqcsWbnKQtWri7VvysVWS6e8dWTVJM8EBUKDJnWKax0",[38],{"title":39,"path":40,"stem":41,"children":42,"page":56},"Benchmarks","\u002F_benchmarks","_benchmarks",[43,45,49],{"title":5,"path":32,"stem":35,"meta":44},{"button":29,"href":30},{"title":18,"path":46,"stem":47,"meta":48},"\u002F_benchmarks\u002Fcontinual-learning","_benchmarks\u002Fcontinual-learning",{},{"title":50,"path":51,"stem":52,"meta":53},"Infinite Context Window","\u002F_benchmarks\u002Finfinite-context-window","_benchmarks\u002Finfinite-context-window",{"button":54,"href":55},"Read the paper","https:\u002F\u002Farxiv.org\u002Fabs\u002F2509.26507 ",false,{"id":4,"title":5,"author":6,"body":58,"description":24,"extension":27,"meta":68,"navigation":31,"path":32,"seo":69,"sitemap":70,"stem":35,"__hash__":36},{"type":8,"value":59,"toc":66},[60,64],[11,61,62],{},[14,63],{":provider":16,":zoom":17,"alt":18,"src":19},[11,65,22],{},{"title":24,"searchDepth":25,"depth":25,"links":67},[],{"button":29,"href":30},{"title":5,"description":24},{"loc":32},[72,76],{"title":73,"path":74,"stem":75,"children":-1},"Zuzanna Stamirowska, Co-Founder and CEO of Pathway – Interview Series","\u002Fnews\u002Fzuzanna-stamirowska-co-founder-and-ceo-of-pathway-interview-series","9.news\u002Fzuzanna-stamirowska-co-founder-and-ceo-of-pathway-interview-series",{"title":18,"path":46,"stem":47,"children":-1},1777291354714]