{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:R33XLFFBMQ4WYGZPQOTKNRKWU5","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":"ddd42d0f343e820d5c27a1d50be653d0c524f63ed93dfeb80d695a504725d848","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-21T22:36:22Z","title_canon_sha256":"1d8b99b0d373e941ddb58fde1ab3a41db49e53dbbc9c9e964b80dce9d3228bc2"},"schema_version":"1.0","source":{"id":"2409.14254","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.14254","created_at":"2026-07-05T09:10:13Z"},{"alias_kind":"arxiv_version","alias_value":"2409.14254v1","created_at":"2026-07-05T09:10:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.14254","created_at":"2026-07-05T09:10:13Z"},{"alias_kind":"pith_short_12","alias_value":"R33XLFFBMQ4W","created_at":"2026-07-05T09:10:13Z"},{"alias_kind":"pith_short_16","alias_value":"R33XLFFBMQ4WYGZP","created_at":"2026-07-05T09:10:13Z"},{"alias_kind":"pith_short_8","alias_value":"R33XLFFB","created_at":"2026-07-05T09:10:13Z"}],"graph_snapshots":[{"event_id":"sha256:7ac20ad7c7aea8da7ccdcef32dc9e59e480156b67991ea1ca39ba6b8f1dc00d3","target":"graph","created_at":"2026-07-05T09:10:13Z","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/2409.14254/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Instruction tuning commonly means finetuning a language model on instruction-response pairs. We discover two forms of adaptation (tuning) that are deficient compared to instruction tuning, yet still yield instruction following; we call this implicit instruction tuning. We first find that instruction-response pairs are not necessary: training solely on responses, without any corresponding instructions, yields instruction following. This suggests pretrained models have an instruction-response mapping which is revealed by teaching the model the desired distribution of responses. However, we then ","authors_text":"Christopher D. Manning, John Hewitt, Nelson F. Liu, Percy Liang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-21T22:36:22Z","title":"Instruction Following without Instruction Tuning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.14254","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":"sha256:66a2224d706375bf283d85bb6cae2a7b3fe96874d715baf84246b773e5f4aa07","target":"record","created_at":"2026-07-05T09:10:13Z","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":"ddd42d0f343e820d5c27a1d50be653d0c524f63ed93dfeb80d695a504725d848","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-09-21T22:36:22Z","title_canon_sha256":"1d8b99b0d373e941ddb58fde1ab3a41db49e53dbbc9c9e964b80dce9d3228bc2"},"schema_version":"1.0","source":{"id":"2409.14254","kind":"arxiv","version":1}},"canonical_sha256":"8ef77594a164396c1b2f83a6a6c556a7453a7320d2cd6edc1e4f5644c285373c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8ef77594a164396c1b2f83a6a6c556a7453a7320d2cd6edc1e4f5644c285373c","first_computed_at":"2026-07-05T09:10:13.870922Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:10:13.870922Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DgM7S27mwx695Trm7mBqaI0b4C0NJEp85kwwmsN/BRH6eG96eklR6vBYo7FCNCidw28fu3ClFwCM+Zq0iyrICg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:10:13.871344Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.14254","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:66a2224d706375bf283d85bb6cae2a7b3fe96874d715baf84246b773e5f4aa07","sha256:7ac20ad7c7aea8da7ccdcef32dc9e59e480156b67991ea1ca39ba6b8f1dc00d3"],"state_sha256":"6b1d09ed49f328e103903deb20b6d61c577486f36138110b3d6d37c7d9e5479e"}