$ cat statebench-testing-how-language-models-track-state-changes-over-long-documents.md
StateBench: Testing how language models track state changes over long documents
StateBench is a benchmark for measuring how well language models keep track of information that changes across long documents, using four difficulty levels. The authors show where current models falter and how targeted training helps recurrent and hybrid architectures handle longer sequences.
Ai203 Nov 2026 · 1 min read · summary
Read on allenai.org ↗StateBench tests how language models track changing information across long documents at four difficulty levels, revealing where models struggle and how targeted training helps recurrent and hybrid architectures handle longer sequences.
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This is a summary of an article first published by Ai2. The full piece is on their site.