{"work":{"id":"8e05ef02-44f0-41ce-aea5-d954f72e9546","openalex_id":null,"doi":null,"arxiv_id":"2506.10947","raw_key":null,"title":"Spurious rewards: Rethinking training signals in rlvr.arXiv preprint arXiv:2506.10947,","authors":null,"authors_text":"Rulin Shao, Shuyue Stella Li, Rui Xin, Scott Geng, Yiping Wang, Sewoong Oh, Simon Shaolei Du, Nathan Lambert, Sewon Min, Ranjay Krishna, et al","year":2025,"venue":null,"abstract":null,"external_url":"https://arxiv.org/abs/2506.10947","cited_by_count":null,"metadata_source":"arxiv_reference","metadata_fetched_at":"2026-05-13T19:28:10.133442+00:00","pith_arxiv_id":null,"created_at":"2026-05-09T06:05:35.380321+00:00","updated_at":"2026-05-14T17:03:06.181135+00:00","title_quality_ok":true,"display_title":"Spurious rewards: Rethinking training signals in rlvr.arXiv preprint arXiv:2506.10947","render_title":"Spurious rewards: Rethinking training signals in rlvr.arXiv preprint arXiv:2506.10947"},"hub":{"state":{"work_id":"8e05ef02-44f0-41ce-aea5-d954f72e9546","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":16,"external_cited_by_count":null,"distinct_field_count":4,"first_pith_cited_at":"2025-07-01T17:55:04+00:00","last_pith_cited_at":"2026-05-12T17:54:25+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":"2026-05-14T23:06:20.527224+00:00","tier_text":"hub"},"tier":"hub","role_counts":[],"polarity_counts":[],"runs":{},"summary":{},"graph":{},"authors":[]}}