{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:FB7AHRXTEKIPG5XVFXIFXXYKZV","short_pith_number":"pith:FB7AHRXT","canonical_record":{"source":{"id":"2506.06396","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-05T20:52:13Z","cross_cats_sorted":["cs.AI","cs.DB"],"title_canon_sha256":"95e84a7cf5942095726cdfb7a1a3008a912150165883e81a47463802ced06f71","abstract_canon_sha256":"4dee8189f5b22c09cb20f84781be959fe97461232328db86034e53a5b9e06b6e"},"schema_version":"1.0"},"canonical_sha256":"287e03c6f32290f376f52dd05bdf0acd7a1d1f0c68492f34eef17b87c83cc958","source":{"kind":"arxiv","id":"2506.06396","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.06396","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"arxiv_version","alias_value":"2506.06396v1","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.06396","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"pith_short_12","alias_value":"FB7AHRXTEKIP","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"pith_short_16","alias_value":"FB7AHRXTEKIPG5XV","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"pith_short_8","alias_value":"FB7AHRXT","created_at":"2026-07-05T11:17:49Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:FB7AHRXTEKIPG5XVFXIFXXYKZV","target":"record","payload":{"canonical_record":{"source":{"id":"2506.06396","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-05T20:52:13Z","cross_cats_sorted":["cs.AI","cs.DB"],"title_canon_sha256":"95e84a7cf5942095726cdfb7a1a3008a912150165883e81a47463802ced06f71","abstract_canon_sha256":"4dee8189f5b22c09cb20f84781be959fe97461232328db86034e53a5b9e06b6e"},"schema_version":"1.0"},"canonical_sha256":"287e03c6f32290f376f52dd05bdf0acd7a1d1f0c68492f34eef17b87c83cc958","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:17:49.564373Z","signature_b64":"m7xndnGiCwXqhLNn3QZb3LyJ5EvJgvTG7W8dDw6mmI3aKLGD1XjM79PlP1QxEEtBIuboJBmnnPVX2Im6mWrjDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"287e03c6f32290f376f52dd05bdf0acd7a1d1f0c68492f34eef17b87c83cc958","last_reissued_at":"2026-07-05T11:17:49.563899Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:17:49.563899Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.06396","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":"2026-07-05T11:17:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ig1PInr8QVDwwLc/OLcJ+rtsvWXFZUhs2uBAA54Bj6eXDbd2Fiiyl4FJPKg9gDe789YP4m0zfhABLMl0A4orAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T18:36:35.654900Z"},"content_sha256":"058747581a0fbdb513d24d9ab9eef1d55b8a769700128df188e42ccf45e285c5","schema_version":"1.0","event_id":"sha256:058747581a0fbdb513d24d9ab9eef1d55b8a769700128df188e42ccf45e285c5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:FB7AHRXTEKIPG5XVFXIFXXYKZV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.DB"],"primary_cat":"cs.CL","authors_text":"Christopher D. Molek, K. Brent Venable, Niranjan Suri, Roberto Fronteddu","submitted_at":"2025-06-05T20:52:13Z","abstract_excerpt":"The expansion of the Internet of Things (IoT) in the battlefield, Internet of Battlefield Things (IoBT), gives rise to new opportunities for enhancing situational awareness. To increase the potential of IoBT for situational awareness in critical decision making, the data from these devices must be processed into consumer-ready information objects, and made available to consumers on demand. To address this challenge we propose a workflow that makes use of natural language processing (NLP) to query a database technology and return a response in natural language. Our solution utilizes Large Langu"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.06396","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/2506.06396/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":"2026-07-05T11:17:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lSy9qqSzyIiBss1SEYRswkwdelcCZCe8O/Z7iNc5t/jzJ2WeuuaycAAK9kJu5BjubIscRsj2hyfnzG7ko3IDAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T18:36:35.655434Z"},"content_sha256":"5e2531b844bcab3d033ffa6f46437bb1f7a210304c7d63fe02d8c9f6f2e21ac1","schema_version":"1.0","event_id":"sha256:5e2531b844bcab3d033ffa6f46437bb1f7a210304c7d63fe02d8c9f6f2e21ac1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FB7AHRXTEKIPG5XVFXIFXXYKZV/bundle.json","state_url":"https://pith.science/pith/FB7AHRXTEKIPG5XVFXIFXXYKZV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FB7AHRXTEKIPG5XVFXIFXXYKZV/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":"2026-08-09T18:36:35Z","links":{"resolver":"https://pith.science/pith/FB7AHRXTEKIPG5XVFXIFXXYKZV","bundle":"https://pith.science/pith/FB7AHRXTEKIPG5XVFXIFXXYKZV/bundle.json","state":"https://pith.science/pith/FB7AHRXTEKIPG5XVFXIFXXYKZV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FB7AHRXTEKIPG5XVFXIFXXYKZV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:FB7AHRXTEKIPG5XVFXIFXXYKZV","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":"4dee8189f5b22c09cb20f84781be959fe97461232328db86034e53a5b9e06b6e","cross_cats_sorted":["cs.AI","cs.DB"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-05T20:52:13Z","title_canon_sha256":"95e84a7cf5942095726cdfb7a1a3008a912150165883e81a47463802ced06f71"},"schema_version":"1.0","source":{"id":"2506.06396","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.06396","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"arxiv_version","alias_value":"2506.06396v1","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.06396","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"pith_short_12","alias_value":"FB7AHRXTEKIP","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"pith_short_16","alias_value":"FB7AHRXTEKIPG5XV","created_at":"2026-07-05T11:17:49Z"},{"alias_kind":"pith_short_8","alias_value":"FB7AHRXT","created_at":"2026-07-05T11:17:49Z"}],"graph_snapshots":[{"event_id":"sha256:5e2531b844bcab3d033ffa6f46437bb1f7a210304c7d63fe02d8c9f6f2e21ac1","target":"graph","created_at":"2026-07-05T11:17:49Z","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/2506.06396/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The expansion of the Internet of Things (IoT) in the battlefield, Internet of Battlefield Things (IoBT), gives rise to new opportunities for enhancing situational awareness. To increase the potential of IoBT for situational awareness in critical decision making, the data from these devices must be processed into consumer-ready information objects, and made available to consumers on demand. To address this challenge we propose a workflow that makes use of natural language processing (NLP) to query a database technology and return a response in natural language. Our solution utilizes Large Langu","authors_text":"Christopher D. Molek, K. Brent Venable, Niranjan Suri, Roberto Fronteddu","cross_cats":["cs.AI","cs.DB"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-05T20:52:13Z","title":"Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.06396","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":"sha256:058747581a0fbdb513d24d9ab9eef1d55b8a769700128df188e42ccf45e285c5","target":"record","created_at":"2026-07-05T11:17:49Z","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":"4dee8189f5b22c09cb20f84781be959fe97461232328db86034e53a5b9e06b6e","cross_cats_sorted":["cs.AI","cs.DB"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-06-05T20:52:13Z","title_canon_sha256":"95e84a7cf5942095726cdfb7a1a3008a912150165883e81a47463802ced06f71"},"schema_version":"1.0","source":{"id":"2506.06396","kind":"arxiv","version":1}},"canonical_sha256":"287e03c6f32290f376f52dd05bdf0acd7a1d1f0c68492f34eef17b87c83cc958","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"287e03c6f32290f376f52dd05bdf0acd7a1d1f0c68492f34eef17b87c83cc958","first_computed_at":"2026-07-05T11:17:49.563899Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:17:49.563899Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m7xndnGiCwXqhLNn3QZb3LyJ5EvJgvTG7W8dDw6mmI3aKLGD1XjM79PlP1QxEEtBIuboJBmnnPVX2Im6mWrjDA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:17:49.564373Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.06396","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:058747581a0fbdb513d24d9ab9eef1d55b8a769700128df188e42ccf45e285c5","sha256:5e2531b844bcab3d033ffa6f46437bb1f7a210304c7d63fe02d8c9f6f2e21ac1"],"state_sha256":"bf5b252ec53fefc169e86b870d758f2f454d4708fa990c6873f69c07f5ab7d7a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZQO+hNoFNBDDOo60g/xKvYKdiKRbL7DcQKqjHhOj0bTfoy/OrrZF4CHC8OLPjddleGJXF9vgOG6kXhYjY0ZsBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T18:36:35.660574Z","bundle_sha256":"69d785d6a48dd296fcac314e960dfb410d666d46c3a425da9fdfeea102fffb33"}}