{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:EJWBUSNITBPGZ4WQLQIJTRRXUK","short_pith_number":"pith:EJWBUSNI","canonical_record":{"source":{"id":"2411.10055","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2024-11-15T09:17:40Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"35d435c5021d17ceeefea5daded87f78ca94c5cc582094d7e7c13c8c5a3cbd4e","abstract_canon_sha256":"d007a23625fd074046a70c5ae447e5aa44224e3f4928ce38bc92108d932671bd"},"schema_version":"1.0"},"canonical_sha256":"226c1a49a8985e6cf2d05c1099c637a286b0339cc85ff910d0d462cb8bb0fdd5","source":{"kind":"arxiv","id":"2411.10055","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.10055","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"arxiv_version","alias_value":"2411.10055v1","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.10055","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"pith_short_12","alias_value":"EJWBUSNITBPG","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"pith_short_16","alias_value":"EJWBUSNITBPGZ4WQ","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"pith_short_8","alias_value":"EJWBUSNI","created_at":"2026-07-05T09:35:57Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:EJWBUSNITBPGZ4WQLQIJTRRXUK","target":"record","payload":{"canonical_record":{"source":{"id":"2411.10055","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2024-11-15T09:17:40Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"35d435c5021d17ceeefea5daded87f78ca94c5cc582094d7e7c13c8c5a3cbd4e","abstract_canon_sha256":"d007a23625fd074046a70c5ae447e5aa44224e3f4928ce38bc92108d932671bd"},"schema_version":"1.0"},"canonical_sha256":"226c1a49a8985e6cf2d05c1099c637a286b0339cc85ff910d0d462cb8bb0fdd5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:35:57.941140Z","signature_b64":"SbdeSx8M8DcmPJVk3goALAgJU0wYI8nh3kIgbd+LiCYE4MdR+unrFxRcr+2HUI4/Z3kDnrNBUMe8+TupvhTgBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"226c1a49a8985e6cf2d05c1099c637a286b0339cc85ff910d0d462cb8bb0fdd5","last_reissued_at":"2026-07-05T09:35:57.940729Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:35:57.940729Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.10055","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":"2026-07-05T09:35:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ftypl0+Ophfd2LbX7jZ0D4rmcFU7ZWSkRsyyuH/ho3uo6mNDHJPN38G+CVMtmMWhzF+X2rsUsU57iOj68HbmDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T14:58:17.524454Z"},"content_sha256":"427d0f56877bab1bac25f50fa771899db7a8fc7813eb94e50015914a1e6dc03e","schema_version":"1.0","event_id":"sha256:427d0f56877bab1bac25f50fa771899db7a8fc7813eb94e50015914a1e6dc03e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:EJWBUSNITBPGZ4WQLQIJTRRXUK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards unearthing neglected climate innovations from scientific literature using Large Language Models","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.IR","authors_text":"Alyssa Gilbert, Cathal Hughes, C\\'esar Quilodr\\'an-Casas, Christopher Waite, Diyona Dsouza, Larissa Kunstel-Tabet, Nicole Alhadeff","submitted_at":"2024-11-15T09:17:40Z","abstract_excerpt":"Climate change poses an urgent global threat, needing the rapid identification and deployment of innovative solutions. We hypothesise that many of these solutions already exist within scientific literature but remain underutilised. To address this gap, this study employs a curated dataset sourced from OpenAlex, a comprehensive repository of scientific papers. Utilising Large Language Models (LLMs), such as GPT4-o from OpenAI, we evaluate title-abstract pairs from scientific papers on seven dimensions, covering climate change mitigation potential, stage of technological development, and readine"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.10055","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/2411.10055/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":"2026-07-05T09:35:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RlhcDYoi29jFeq5t6iPoUGQEBJRKhWb6gz8G42kTvsqQ0i10lL2Meh/amEwsVnx/QDVjbPleK2esGf912gE9AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T14:58:17.524995Z"},"content_sha256":"20a6928787ab5af7c6b1dfa5633ed2e464a812f960dbe844c3ebe5a5e22abe90","schema_version":"1.0","event_id":"sha256:20a6928787ab5af7c6b1dfa5633ed2e464a812f960dbe844c3ebe5a5e22abe90"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EJWBUSNITBPGZ4WQLQIJTRRXUK/bundle.json","state_url":"https://pith.science/pith/EJWBUSNITBPGZ4WQLQIJTRRXUK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EJWBUSNITBPGZ4WQLQIJTRRXUK/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":"2026-08-13T14:58:17Z","links":{"resolver":"https://pith.science/pith/EJWBUSNITBPGZ4WQLQIJTRRXUK","bundle":"https://pith.science/pith/EJWBUSNITBPGZ4WQLQIJTRRXUK/bundle.json","state":"https://pith.science/pith/EJWBUSNITBPGZ4WQLQIJTRRXUK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EJWBUSNITBPGZ4WQLQIJTRRXUK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:EJWBUSNITBPGZ4WQLQIJTRRXUK","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":"d007a23625fd074046a70c5ae447e5aa44224e3f4928ce38bc92108d932671bd","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2024-11-15T09:17:40Z","title_canon_sha256":"35d435c5021d17ceeefea5daded87f78ca94c5cc582094d7e7c13c8c5a3cbd4e"},"schema_version":"1.0","source":{"id":"2411.10055","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.10055","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"arxiv_version","alias_value":"2411.10055v1","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.10055","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"pith_short_12","alias_value":"EJWBUSNITBPG","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"pith_short_16","alias_value":"EJWBUSNITBPGZ4WQ","created_at":"2026-07-05T09:35:57Z"},{"alias_kind":"pith_short_8","alias_value":"EJWBUSNI","created_at":"2026-07-05T09:35:57Z"}],"graph_snapshots":[{"event_id":"sha256:20a6928787ab5af7c6b1dfa5633ed2e464a812f960dbe844c3ebe5a5e22abe90","target":"graph","created_at":"2026-07-05T09:35:57Z","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/2411.10055/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Climate change poses an urgent global threat, needing the rapid identification and deployment of innovative solutions. We hypothesise that many of these solutions already exist within scientific literature but remain underutilised. To address this gap, this study employs a curated dataset sourced from OpenAlex, a comprehensive repository of scientific papers. Utilising Large Language Models (LLMs), such as GPT4-o from OpenAI, we evaluate title-abstract pairs from scientific papers on seven dimensions, covering climate change mitigation potential, stage of technological development, and readine","authors_text":"Alyssa Gilbert, Cathal Hughes, C\\'esar Quilodr\\'an-Casas, Christopher Waite, Diyona Dsouza, Larissa Kunstel-Tabet, Nicole Alhadeff","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2024-11-15T09:17:40Z","title":"Towards unearthing neglected climate innovations from scientific literature using Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.10055","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":"sha256:427d0f56877bab1bac25f50fa771899db7a8fc7813eb94e50015914a1e6dc03e","target":"record","created_at":"2026-07-05T09:35:57Z","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":"d007a23625fd074046a70c5ae447e5aa44224e3f4928ce38bc92108d932671bd","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.IR","submitted_at":"2024-11-15T09:17:40Z","title_canon_sha256":"35d435c5021d17ceeefea5daded87f78ca94c5cc582094d7e7c13c8c5a3cbd4e"},"schema_version":"1.0","source":{"id":"2411.10055","kind":"arxiv","version":1}},"canonical_sha256":"226c1a49a8985e6cf2d05c1099c637a286b0339cc85ff910d0d462cb8bb0fdd5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"226c1a49a8985e6cf2d05c1099c637a286b0339cc85ff910d0d462cb8bb0fdd5","first_computed_at":"2026-07-05T09:35:57.940729Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:35:57.940729Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"SbdeSx8M8DcmPJVk3goALAgJU0wYI8nh3kIgbd+LiCYE4MdR+unrFxRcr+2HUI4/Z3kDnrNBUMe8+TupvhTgBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:35:57.941140Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.10055","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:427d0f56877bab1bac25f50fa771899db7a8fc7813eb94e50015914a1e6dc03e","sha256:20a6928787ab5af7c6b1dfa5633ed2e464a812f960dbe844c3ebe5a5e22abe90"],"state_sha256":"1db108e5a013e3653db85313517d542e947acc7f64451fc3f97e922b0257ca2a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zwakm7uF5LpR0PG0W7bLShTfD5kPQE6l0PoFzWdspqzC6teH2S3cIsBdMHPtoVNVtGfSEg7l4X14cTVqTqO2CA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T14:58:17.537792Z","bundle_sha256":"f3c50424578315e81ad6fc8f2ee8f1fdb4bca7efec5a8a9f2ecf1035dfe3809a"}}