{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:YCB2G5T5D7PPX7KHLEBY5P66TF","short_pith_number":"pith:YCB2G5T5","canonical_record":{"source":{"id":"2606.08723","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DL","submitted_at":"2026-06-07T16:38:27Z","cross_cats_sorted":["cs.CY"],"title_canon_sha256":"9afc8a0ae7ce209b119a137757c636fe5c1b337acf75d49a4fa1b5063d3f6e03","abstract_canon_sha256":"5434d3f7bf18516f892bf369bfea47c47106065645f67554d956fb407455f30c"},"schema_version":"1.0"},"canonical_sha256":"c083a3767d1fdefbfd4759038ebfde9947a18b214da30e91a5ed6ef1b39907dd","source":{"kind":"arxiv","id":"2606.08723","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.08723","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"arxiv_version","alias_value":"2606.08723v1","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.08723","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"pith_short_12","alias_value":"YCB2G5T5D7PP","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"pith_short_16","alias_value":"YCB2G5T5D7PPX7KH","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"pith_short_8","alias_value":"YCB2G5T5","created_at":"2026-06-09T02:07:35Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:YCB2G5T5D7PPX7KHLEBY5P66TF","target":"record","payload":{"canonical_record":{"source":{"id":"2606.08723","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DL","submitted_at":"2026-06-07T16:38:27Z","cross_cats_sorted":["cs.CY"],"title_canon_sha256":"9afc8a0ae7ce209b119a137757c636fe5c1b337acf75d49a4fa1b5063d3f6e03","abstract_canon_sha256":"5434d3f7bf18516f892bf369bfea47c47106065645f67554d956fb407455f30c"},"schema_version":"1.0"},"canonical_sha256":"c083a3767d1fdefbfd4759038ebfde9947a18b214da30e91a5ed6ef1b39907dd","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-09T02:07:35.467749Z","signature_b64":"YLQ5z0Gct4bIeSDifis3KBoqdkg6iQf+NdblMX6ejnJXMcYkfFKsuWBXMoQ+LxEO/xvlQFJ7WA1YQrCqPrTCBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c083a3767d1fdefbfd4759038ebfde9947a18b214da30e91a5ed6ef1b39907dd","last_reissued_at":"2026-06-09T02:07:35.466603Z","signature_status":"signed_v1","first_computed_at":"2026-06-09T02:07:35.466603Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.08723","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":"2026-06-09T02:07:35Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"umdAksPimggFq//VEBPxKHBBwXDl82MRNQII6HvW55zqwpDWl2KyNuvXNGQLLwDdt2dFzyIkjjGaR7ik5wqCCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-28T12:20:05.079888Z"},"content_sha256":"2adf7b2684e72f1ace72e856ddd73caedde7ae6a5fe888348d35a88b7683e1f0","schema_version":"1.0","event_id":"sha256:2adf7b2684e72f1ace72e856ddd73caedde7ae6a5fe888348d35a88b7683e1f0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:YCB2G5T5D7PPX7KHLEBY5P66TF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"From Text to Discovery: How Are LLMs Reshaping Scientific and Humanistic Research?","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CY"],"primary_cat":"cs.DL","authors_text":"Abhejay Murali, Junfeng Jiao, Kevin Chen, Saleh Afroogh, Yasser Pouresmaeil, Yiming Xu","submitted_at":"2026-06-07T16:38:27Z","abstract_excerpt":"Large Language Models (LLMs) are rapidly reshaping academic research across the natural sciences, social sciences, and humanities, yet the scientific community lacks a comprehensive, cross-disciplinary account of how these tools are being integrated, what they deliver, and where they fall short. This paper addresses that gap by mapping their current state and outlining an agenda for their responsible integration into scientific research. Our analysis reveals a consistent pattern: LLMs meaningfully accelerate research workflows -- from hypothesis generation and literature synthesis to data anal"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.08723","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/2606.08723/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":"2026-06-09T02:07:35Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9NhGrovfEAxx4CpcPIuyAf/TXjUEn7xWRkaLzyys/AWodcK+T95jI/Oab03GtS0gniPF6/vcnrFYD25pN/3KCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-28T12:20:05.080263Z"},"content_sha256":"25c24f45dd18a1e673befab2c92620815180bd6dfc71626c83086b79eee340ab","schema_version":"1.0","event_id":"sha256:25c24f45dd18a1e673befab2c92620815180bd6dfc71626c83086b79eee340ab"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YCB2G5T5D7PPX7KHLEBY5P66TF/bundle.json","state_url":"https://pith.science/pith/YCB2G5T5D7PPX7KHLEBY5P66TF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YCB2G5T5D7PPX7KHLEBY5P66TF/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":"2026-06-28T12:20:05Z","links":{"resolver":"https://pith.science/pith/YCB2G5T5D7PPX7KHLEBY5P66TF","bundle":"https://pith.science/pith/YCB2G5T5D7PPX7KHLEBY5P66TF/bundle.json","state":"https://pith.science/pith/YCB2G5T5D7PPX7KHLEBY5P66TF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YCB2G5T5D7PPX7KHLEBY5P66TF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:YCB2G5T5D7PPX7KHLEBY5P66TF","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":"5434d3f7bf18516f892bf369bfea47c47106065645f67554d956fb407455f30c","cross_cats_sorted":["cs.CY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DL","submitted_at":"2026-06-07T16:38:27Z","title_canon_sha256":"9afc8a0ae7ce209b119a137757c636fe5c1b337acf75d49a4fa1b5063d3f6e03"},"schema_version":"1.0","source":{"id":"2606.08723","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.08723","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"arxiv_version","alias_value":"2606.08723v1","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.08723","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"pith_short_12","alias_value":"YCB2G5T5D7PP","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"pith_short_16","alias_value":"YCB2G5T5D7PPX7KH","created_at":"2026-06-09T02:07:35Z"},{"alias_kind":"pith_short_8","alias_value":"YCB2G5T5","created_at":"2026-06-09T02:07:35Z"}],"graph_snapshots":[{"event_id":"sha256:25c24f45dd18a1e673befab2c92620815180bd6dfc71626c83086b79eee340ab","target":"graph","created_at":"2026-06-09T02:07:35Z","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/2606.08723/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) are rapidly reshaping academic research across the natural sciences, social sciences, and humanities, yet the scientific community lacks a comprehensive, cross-disciplinary account of how these tools are being integrated, what they deliver, and where they fall short. This paper addresses that gap by mapping their current state and outlining an agenda for their responsible integration into scientific research. Our analysis reveals a consistent pattern: LLMs meaningfully accelerate research workflows -- from hypothesis generation and literature synthesis to data anal","authors_text":"Abhejay Murali, Junfeng Jiao, Kevin Chen, Saleh Afroogh, Yasser Pouresmaeil, Yiming Xu","cross_cats":["cs.CY"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DL","submitted_at":"2026-06-07T16:38:27Z","title":"From Text to Discovery: How Are LLMs Reshaping Scientific and Humanistic Research?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.08723","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":"sha256:2adf7b2684e72f1ace72e856ddd73caedde7ae6a5fe888348d35a88b7683e1f0","target":"record","created_at":"2026-06-09T02:07:35Z","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":"5434d3f7bf18516f892bf369bfea47c47106065645f67554d956fb407455f30c","cross_cats_sorted":["cs.CY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DL","submitted_at":"2026-06-07T16:38:27Z","title_canon_sha256":"9afc8a0ae7ce209b119a137757c636fe5c1b337acf75d49a4fa1b5063d3f6e03"},"schema_version":"1.0","source":{"id":"2606.08723","kind":"arxiv","version":1}},"canonical_sha256":"c083a3767d1fdefbfd4759038ebfde9947a18b214da30e91a5ed6ef1b39907dd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c083a3767d1fdefbfd4759038ebfde9947a18b214da30e91a5ed6ef1b39907dd","first_computed_at":"2026-06-09T02:07:35.466603Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-09T02:07:35.466603Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YLQ5z0Gct4bIeSDifis3KBoqdkg6iQf+NdblMX6ejnJXMcYkfFKsuWBXMoQ+LxEO/xvlQFJ7WA1YQrCqPrTCBw==","signature_status":"signed_v1","signed_at":"2026-06-09T02:07:35.467749Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.08723","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2adf7b2684e72f1ace72e856ddd73caedde7ae6a5fe888348d35a88b7683e1f0","sha256:25c24f45dd18a1e673befab2c92620815180bd6dfc71626c83086b79eee340ab"],"state_sha256":"193955e408b098a2db83d03e8af6893c7cfbc80ac02df71f0ce9349559738a2c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JFizRBfM6jK03+hx+LDelGE5ux0k32vWbPaay/X9BdRxORNCkP5nAjy/OaW2nWgOcDznp1l2dqvErJjfWd0oAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-28T12:20:05.082269Z","bundle_sha256":"4f4526fb68a393505b25e56b266fbc6a62353e5726dd62fbe967efeb4804e068"}}