{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:BNE6FY6LJSSWRQTPLPKXKLQ625","short_pith_number":"pith:BNE6FY6L","canonical_record":{"source":{"id":"2607.00597","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T08:21:23Z","cross_cats_sorted":["cs.IR"],"title_canon_sha256":"eee65fcd3c47c1fa87db5e894a111c867fd3fb2decd2607efdec40c900a29c71","abstract_canon_sha256":"de3dab182a5f1be9d575306d0a13e997bc55022c8483cf5460eae3ded42a2448"},"schema_version":"1.0"},"canonical_sha256":"0b49e2e3cb4ca568c26f5bd5752e1ed74c9eccee7907bb14c584bf1a6cc3c714","source":{"kind":"arxiv","id":"2607.00597","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.00597","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"arxiv_version","alias_value":"2607.00597v1","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.00597","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"pith_short_12","alias_value":"BNE6FY6LJSSW","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"pith_short_16","alias_value":"BNE6FY6LJSSWRQTP","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"pith_short_8","alias_value":"BNE6FY6L","created_at":"2026-07-02T01:17:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:BNE6FY6LJSSWRQTPLPKXKLQ625","target":"record","payload":{"canonical_record":{"source":{"id":"2607.00597","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T08:21:23Z","cross_cats_sorted":["cs.IR"],"title_canon_sha256":"eee65fcd3c47c1fa87db5e894a111c867fd3fb2decd2607efdec40c900a29c71","abstract_canon_sha256":"de3dab182a5f1be9d575306d0a13e997bc55022c8483cf5460eae3ded42a2448"},"schema_version":"1.0"},"canonical_sha256":"0b49e2e3cb4ca568c26f5bd5752e1ed74c9eccee7907bb14c584bf1a6cc3c714","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-02T01:17:48.649560Z","signature_b64":"1PJa7cZ0SnkeCTThMpoDGMmPv4GeAwUCGo/MlvoshUzRPsDcAH3p3VO9NKInP5xux2DGkjSrBLkVQtpb7mj4Bw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0b49e2e3cb4ca568c26f5bd5752e1ed74c9eccee7907bb14c584bf1a6cc3c714","last_reissued_at":"2026-07-02T01:17:48.649143Z","signature_status":"signed_v1","first_computed_at":"2026-07-02T01:17:48.649143Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.00597","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-02T01:17:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"O9H15gS85AA7NMU6Ui7Wb39PfCOQHOuCl+Z6mYURYK0ro08xwF1er7d2x9xCFTT5AHuBujusbVbfbb1S1syKDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-03T02:37:16.911433Z"},"content_sha256":"ebc7d3390329b1261c666bf35ff927f3cf9dfcab9a0fe38f0ebf8b7db019f15a","schema_version":"1.0","event_id":"sha256:ebc7d3390329b1261c666bf35ff927f3cf9dfcab9a0fe38f0ebf8b7db019f15a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:BNE6FY6LJSSWRQTPLPKXKLQ625","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Multi-Turn Agentic Scientific Literature Search via Workflow Induction","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.IR"],"primary_cat":"cs.CL","authors_text":"2), (2) Together AI, (3) University of Pennsylvania, (4) Stanford University), Ben Athiwaratkun (2), Bingxin Zhao (3) ((1) University of Illinois Urbana-Champaign, Bingxuan Li (1), Heng Wang (1), Jiaxuan You (1), Jisen Li (1, Nanyi Jiang (3), Pan Lu (4), Xiaoxia Wu (2), Xiyao Wang (3), Xuying Ning (1), Yifan Shen (1), Yuqing Jian (2)","submitted_at":"2026-07-01T08:21:23Z","abstract_excerpt":"Scientific literature search often requires more than retrieving papers from a single query: users' intents are underspecified, preference-dependent, and evolve through interaction. Existing search agents typically rely on fixed pipelines or implicit language-only reasoning, making their search strategies difficult to control, inspect, and refine. We introduce PaperPilot, a multi-turn literature search agent that frames scientific search as workflow induction. Given an anchor paper and a user query, PaperPilot constructs an executable DAG of paper-search operators, including keyword search, ci"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.00597","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2607.00597/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-02T01:17:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"azI/7YYbH8tJhNOgoNjwe45EX9Dd/g5T6jq3AjWVvjobYaITCLNB+b9Kyi+a6MrWC5Lxlf+G1zPaE89XYSoLAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-03T02:37:16.911812Z"},"content_sha256":"b2ebfb44387612b59eb96e0efeb5546c505db4995406fc3919da451227630fd4","schema_version":"1.0","event_id":"sha256:b2ebfb44387612b59eb96e0efeb5546c505db4995406fc3919da451227630fd4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/BNE6FY6LJSSWRQTPLPKXKLQ625/bundle.json","state_url":"https://pith.science/pith/BNE6FY6LJSSWRQTPLPKXKLQ625/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/BNE6FY6LJSSWRQTPLPKXKLQ625/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-03T02:37:16Z","links":{"resolver":"https://pith.science/pith/BNE6FY6LJSSWRQTPLPKXKLQ625","bundle":"https://pith.science/pith/BNE6FY6LJSSWRQTPLPKXKLQ625/bundle.json","state":"https://pith.science/pith/BNE6FY6LJSSWRQTPLPKXKLQ625/state.json","well_known_bundle":"https://pith.science/.well-known/pith/BNE6FY6LJSSWRQTPLPKXKLQ625/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:BNE6FY6LJSSWRQTPLPKXKLQ625","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":"de3dab182a5f1be9d575306d0a13e997bc55022c8483cf5460eae3ded42a2448","cross_cats_sorted":["cs.IR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T08:21:23Z","title_canon_sha256":"eee65fcd3c47c1fa87db5e894a111c867fd3fb2decd2607efdec40c900a29c71"},"schema_version":"1.0","source":{"id":"2607.00597","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.00597","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"arxiv_version","alias_value":"2607.00597v1","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.00597","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"pith_short_12","alias_value":"BNE6FY6LJSSW","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"pith_short_16","alias_value":"BNE6FY6LJSSWRQTP","created_at":"2026-07-02T01:17:48Z"},{"alias_kind":"pith_short_8","alias_value":"BNE6FY6L","created_at":"2026-07-02T01:17:48Z"}],"graph_snapshots":[{"event_id":"sha256:b2ebfb44387612b59eb96e0efeb5546c505db4995406fc3919da451227630fd4","target":"graph","created_at":"2026-07-02T01:17:48Z","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/2607.00597/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Scientific literature search often requires more than retrieving papers from a single query: users' intents are underspecified, preference-dependent, and evolve through interaction. Existing search agents typically rely on fixed pipelines or implicit language-only reasoning, making their search strategies difficult to control, inspect, and refine. We introduce PaperPilot, a multi-turn literature search agent that frames scientific search as workflow induction. Given an anchor paper and a user query, PaperPilot constructs an executable DAG of paper-search operators, including keyword search, ci","authors_text":"2), (2) Together AI, (3) University of Pennsylvania, (4) Stanford University), Ben Athiwaratkun (2), Bingxin Zhao (3) ((1) University of Illinois Urbana-Champaign, Bingxuan Li (1), Heng Wang (1), Jiaxuan You (1), Jisen Li (1, Nanyi Jiang (3), Pan Lu (4), Xiaoxia Wu (2), Xiyao Wang (3), Xuying Ning (1), Yifan Shen (1), Yuqing Jian (2)","cross_cats":["cs.IR"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T08:21:23Z","title":"Multi-Turn Agentic Scientific Literature Search via Workflow Induction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.00597","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:ebc7d3390329b1261c666bf35ff927f3cf9dfcab9a0fe38f0ebf8b7db019f15a","target":"record","created_at":"2026-07-02T01:17:48Z","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":"de3dab182a5f1be9d575306d0a13e997bc55022c8483cf5460eae3ded42a2448","cross_cats_sorted":["cs.IR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T08:21:23Z","title_canon_sha256":"eee65fcd3c47c1fa87db5e894a111c867fd3fb2decd2607efdec40c900a29c71"},"schema_version":"1.0","source":{"id":"2607.00597","kind":"arxiv","version":1}},"canonical_sha256":"0b49e2e3cb4ca568c26f5bd5752e1ed74c9eccee7907bb14c584bf1a6cc3c714","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0b49e2e3cb4ca568c26f5bd5752e1ed74c9eccee7907bb14c584bf1a6cc3c714","first_computed_at":"2026-07-02T01:17:48.649143Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-02T01:17:48.649143Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1PJa7cZ0SnkeCTThMpoDGMmPv4GeAwUCGo/MlvoshUzRPsDcAH3p3VO9NKInP5xux2DGkjSrBLkVQtpb7mj4Bw==","signature_status":"signed_v1","signed_at":"2026-07-02T01:17:48.649560Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.00597","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ebc7d3390329b1261c666bf35ff927f3cf9dfcab9a0fe38f0ebf8b7db019f15a","sha256:b2ebfb44387612b59eb96e0efeb5546c505db4995406fc3919da451227630fd4"],"state_sha256":"394093d64104c5eb773019c388046a99989f3a8618a17495d21487f967327b45"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"eJgGu2hCLNfbOaXk/PWchp5v4bBlobZHPgmGcjYwgjSgsLO9TbkU11sJUJlGdYWtXI4xRuwKKuNEMoFpXthLBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-03T02:37:16.913783Z","bundle_sha256":"97f45649efe112365c931008ef0a60eb21f63f3817dcfbd1f225a3323af252a7"}}