{"work":{"id":"3c743fc7-8c9b-4a72-ad8a-26c5a7636140","openalex_id":null,"doi":null,"arxiv_id":null,"raw_key":"raw:11b7408dc8e78c83ee6c0f51","title":"FlashAttention-2: Faster attention with better parallelism and work partitioning","authors":null,"authors_text":"Tri Dao","year":2024,"venue":null,"abstract":null,"external_url":null,"cited_by_count":null,"metadata_source":"raw_reference","metadata_fetched_at":"2026-05-27T04:48:33.714390+00:00","pith_arxiv_id":null,"created_at":"2026-05-12T16:01:40.566726+00:00","updated_at":"2026-06-05T21:23:00.469572+00:00","title_quality_ok":true,"display_title":"FlashAttention-2: Faster attention with better parallelism and work partitioning","render_title":"FlashAttention-2: Faster attention with better parallelism and work partitioning"},"hub":{"state":{"work_id":"3c743fc7-8c9b-4a72-ad8a-26c5a7636140","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":10,"external_cited_by_count":null,"distinct_field_count":8,"first_pith_cited_at":"2025-02-04T02:23:06+00:00","last_pith_cited_at":"2026-05-14T06:54:37+00:00","author_build_status":"not_needed","summary_status":"needed","contexts_status":"needed","graph_status":"needed","ask_index_status":"not_needed","reader_status":"not_needed","recognition_status":"not_needed","updated_at":"2026-06-27T02:55:37.553490+00:00","tier_text":"hub"},"tier":"hub","role_counts":[{"context_role":"method","n":3},{"context_role":"background","n":1}],"polarity_counts":[{"context_polarity":"use_method","n":3},{"context_polarity":"background","n":1}],"runs":{},"summary":{},"graph":{},"authors":[]}}