{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:WXGAP5MECDC5CAS6P4EPXYLTHL","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"62e79f313f2af8dda4780c48f46b9c40bed16e7b92acf3500c5ced4ed3523489","cross_cats_sorted":["cs.AI","cs.CL","cs.DC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-02-21T21:54:40Z","title_canon_sha256":"80314a219f01aeba9de43bfba6eddc7e1b9afe5bd3b1fd28b1fc6a6759d57185"},"schema_version":"1.0","source":{"id":"2502.15964","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15964","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15964v1","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15964","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_12","alias_value":"WXGAP5MECDC5","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_16","alias_value":"WXGAP5MECDC5CAS6","created_at":"2026-07-05T10:20:19Z"},{"alias_kind":"pith_short_8","alias_value":"WXGAP5ME","created_at":"2026-07-05T10:20:19Z"}],"graph_snapshots":[{"event_id":"sha256:176024da3f766aa47b4c4439129bd56af2133067e1cbd5d8fd520f50381b7216","target":"graph","created_at":"2026-07-05T10:20:19Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2502.15964/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We investigate an emerging setup in which a small, on-device language model (LM) with access to local data communicates with a frontier, cloud-hosted LM to solve real-world tasks involving financial, medical, and scientific reasoning over long documents. Can a local-remote collaboration reduce cloud inference costs while preserving quality? First, we consider a naive collaboration protocol where the local and remote models simply chat back and forth. Because only the local model reads the full context, this protocol achieves a 30.4x reduction in remote costs, but recovers only 87% of the perfo","authors_text":"Avanika Narayan, Avner May, Christopher Re, Dan Biderman, James Zou, Sabri Eyuboglu, Scott Linderman","cross_cats":["cs.AI","cs.CL","cs.DC"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-02-21T21:54:40Z","title":"Minions: Cost-efficient Collaboration Between On-device and Cloud Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15964","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:d8f647298a80a845c0bdf6a0a05b98da9bfd7305083ed1763b0895d61d5497f9","target":"record","created_at":"2026-07-05T10:20:19Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"62e79f313f2af8dda4780c48f46b9c40bed16e7b92acf3500c5ced4ed3523489","cross_cats_sorted":["cs.AI","cs.CL","cs.DC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-02-21T21:54:40Z","title_canon_sha256":"80314a219f01aeba9de43bfba6eddc7e1b9afe5bd3b1fd28b1fc6a6759d57185"},"schema_version":"1.0","source":{"id":"2502.15964","kind":"arxiv","version":1}},"canonical_sha256":"b5cc07f58410c5d1025e7f08fbe1733ae7b3173c7e006e7d79f555507630bb40","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b5cc07f58410c5d1025e7f08fbe1733ae7b3173c7e006e7d79f555507630bb40","first_computed_at":"2026-07-05T10:20:19.906972Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:20:19.906972Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vqjXYonJQ0fy7trhdRk6hQsZMGKaDzqxvm6hzvt9PyvwgZNefs6At15DRipynJcWG5WAbmgictXsbeeaTx4JBw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:20:19.907481Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.15964","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d8f647298a80a845c0bdf6a0a05b98da9bfd7305083ed1763b0895d61d5497f9","sha256:176024da3f766aa47b4c4439129bd56af2133067e1cbd5d8fd520f50381b7216"],"state_sha256":"6959a3c1489c61fddf8e47290a8a1a490dc550a4f5b6994ffa209be5d87206df"}