{"type":"post","id":"parsebench-2-severity-aware-document-parsing-benchmark-fa4acb","slug":"parsebench-2-severity-aware-document-parsing-benchmark-fa4acb","title":"ParseBench-2: Severity-aware document parsing benchmark","description":"LlamaIndex says ParseBench-2 expands its document-parsing benchmark and recalibrates deterministic metrics against the severity of specific errors.","retrieval_nugget":"LlamaIndex says ParseBench-2 expands its document-parsing benchmark and recalibrates deterministic metrics against the severity of specific errors. It adds forms as a sixth evaluation dimension and more complete chart checks. For teams building document workflows, the change is a reminder that a parser score is meaningful only if its penalties reflect the cost of errors in the downstream task.","published_at":"2026-11-12","updated_at":"2026-11-12","record_date":"2026-11-12","date_kind":"published_at","topics":["evals"],"entities":["LlamaIndex","ParseBench-2","OCRia-1.5","LlamaParse","ParseBench-1"],"related_patterns":["ai-engineering-evaluations-are-splitting-into-task-specific"],"novelty_label":"new_fact","what_changed":"LlamaIndex introduces ParseBench-2, a severity-aware document-parsing benchmark that expands its earlier benchmark work.","prior_refs":["https://newruntime.com/posts/introducing-the-document-parsing-protocol-927f14/","https://newruntime.com/posts/llamaindex-publishes-boo-bench-a-179-page-benchmark-354b9c/"],"source_url":"https://www.llamaindex.ai/blog/introducing-parsebench-v2","source_urls":["https://www.llamaindex.ai/blog/introducing-parsebench-v2"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:parsebench-2-severity-aware-document-parsing-benchmark-fa4acb","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/parsebench-2-severity-aware-document-parsing-benchmark-fa4acb/","markdown":"https://newruntime.com/posts/parsebench-2-severity-aware-document-parsing-benchmark-fa4acb.md","json":"https://newruntime.com/posts/parsebench-2-severity-aware-document-parsing-benchmark-fa4acb.json"},"markdown_url":"https://newruntime.com/posts/parsebench-2-severity-aware-document-parsing-benchmark-fa4acb.md","next_reads":[{"type":"topic","path":"/topics/evals/","url":"https://newruntime.com/topics/evals/","title":"Evals","reason":"Explore the evals topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/evals.md","json_url":"https://newruntime.com/topics/evals.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}