{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:H7BS6WCBGZ2G3727LKNBV7EJIW","short_pith_number":"pith:H7BS6WCB","canonical_record":{"source":{"id":"2412.11672","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T11:25:56Z","cross_cats_sorted":["cs.HC"],"title_canon_sha256":"b28a171e15d6f2e427ef181c22a05ebbbbfd1ace4d8549602fb2ed455687f872","abstract_canon_sha256":"ab22c82a51d4ab49c00fc097e20b9292f23102e867fac764635732faedae7706"},"schema_version":"1.0"},"canonical_sha256":"3fc32f584136746dff5f5a9a1afc8945b002eaaaccf1b5b9a19506427c075a96","source":{"kind":"arxiv","id":"2412.11672","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.11672","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"arxiv_version","alias_value":"2412.11672v1","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.11672","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"pith_short_12","alias_value":"H7BS6WCBGZ2G","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"pith_short_16","alias_value":"H7BS6WCBGZ2G3727","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"pith_short_8","alias_value":"H7BS6WCB","created_at":"2026-07-05T09:49:49Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:H7BS6WCBGZ2G3727LKNBV7EJIW","target":"record","payload":{"canonical_record":{"source":{"id":"2412.11672","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T11:25:56Z","cross_cats_sorted":["cs.HC"],"title_canon_sha256":"b28a171e15d6f2e427ef181c22a05ebbbbfd1ace4d8549602fb2ed455687f872","abstract_canon_sha256":"ab22c82a51d4ab49c00fc097e20b9292f23102e867fac764635732faedae7706"},"schema_version":"1.0"},"canonical_sha256":"3fc32f584136746dff5f5a9a1afc8945b002eaaaccf1b5b9a19506427c075a96","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:49:49.700624Z","signature_b64":"9HBp9yIWJ9tVSrihtxOv/M/qC8zU6LtKu6/k4Z0kb+zy1lSB96dYaiOqUWXIdiKO1kL2A/4upGpXiod3x7x8Dw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3fc32f584136746dff5f5a9a1afc8945b002eaaaccf1b5b9a19506427c075a96","last_reissued_at":"2026-07-05T09:49:49.700109Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:49:49.700109Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.11672","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":"2026-07-05T09:49:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8DyjVLAMcIFlf4M1s2CRRkdVZg+akBSCa2+M20/hmzXZ7aWUkEWiUyfaKXKHwT72FJofB9nQjMfMacOGiNs3DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T09:29:16.660771Z"},"content_sha256":"d4571af0151492e94382528ab2a29ce2de4f6fb01fdf82d0fc1fcbedd0757070","schema_version":"1.0","event_id":"sha256:d4571af0151492e94382528ab2a29ce2de4f6fb01fdf82d0fc1fcbedd0757070"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:H7BS6WCBGZ2G3727LKNBV7EJIW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LLM-DaaS: LLM-driven Drone-as-a-Service Operations from Text User Requests","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.HC"],"primary_cat":"cs.AI","authors_text":"Ali Hamdi, Kamal Mohamed, Lillian Wassim","submitted_at":"2024-12-16T11:25:56Z","abstract_excerpt":"We propose LLM-DaaS, a novel Drone-as-a-Service (DaaS) framework that leverages Large Language Models (LLMs) to transform free-text user requests into structured, actionable DaaS operation tasks. Our approach addresses the key challenge of interpreting and structuring natural language input to automate drone service operations under uncertain conditions. The system is composed of three main components: free-text request processing, structured request generation, and dynamic DaaS selection and composition. First, we fine-tune different LLM models such as Phi-3.5, LLaMA-3.2 7b and Gemma 2b on a "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.11672","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/2412.11672/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":"2026-07-05T09:49:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"maE3Iso1UrsKLcig1AlSnHPN1gEjf0YLvIo2F6b+i80gGO+wuR7lL3s8G6R63+FbHj3zd3SX5ubJhfvZ3z0nAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T09:29:16.661165Z"},"content_sha256":"d486aabaecf91c96e0df437d797248bfeac1a6c53fd21972b14fa3006536783a","schema_version":"1.0","event_id":"sha256:d486aabaecf91c96e0df437d797248bfeac1a6c53fd21972b14fa3006536783a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/H7BS6WCBGZ2G3727LKNBV7EJIW/bundle.json","state_url":"https://pith.science/pith/H7BS6WCBGZ2G3727LKNBV7EJIW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/H7BS6WCBGZ2G3727LKNBV7EJIW/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":"2026-08-07T09:29:16Z","links":{"resolver":"https://pith.science/pith/H7BS6WCBGZ2G3727LKNBV7EJIW","bundle":"https://pith.science/pith/H7BS6WCBGZ2G3727LKNBV7EJIW/bundle.json","state":"https://pith.science/pith/H7BS6WCBGZ2G3727LKNBV7EJIW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/H7BS6WCBGZ2G3727LKNBV7EJIW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:H7BS6WCBGZ2G3727LKNBV7EJIW","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":"ab22c82a51d4ab49c00fc097e20b9292f23102e867fac764635732faedae7706","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T11:25:56Z","title_canon_sha256":"b28a171e15d6f2e427ef181c22a05ebbbbfd1ace4d8549602fb2ed455687f872"},"schema_version":"1.0","source":{"id":"2412.11672","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.11672","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"arxiv_version","alias_value":"2412.11672v1","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.11672","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"pith_short_12","alias_value":"H7BS6WCBGZ2G","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"pith_short_16","alias_value":"H7BS6WCBGZ2G3727","created_at":"2026-07-05T09:49:49Z"},{"alias_kind":"pith_short_8","alias_value":"H7BS6WCB","created_at":"2026-07-05T09:49:49Z"}],"graph_snapshots":[{"event_id":"sha256:d486aabaecf91c96e0df437d797248bfeac1a6c53fd21972b14fa3006536783a","target":"graph","created_at":"2026-07-05T09:49:49Z","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/2412.11672/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose LLM-DaaS, a novel Drone-as-a-Service (DaaS) framework that leverages Large Language Models (LLMs) to transform free-text user requests into structured, actionable DaaS operation tasks. Our approach addresses the key challenge of interpreting and structuring natural language input to automate drone service operations under uncertain conditions. The system is composed of three main components: free-text request processing, structured request generation, and dynamic DaaS selection and composition. First, we fine-tune different LLM models such as Phi-3.5, LLaMA-3.2 7b and Gemma 2b on a ","authors_text":"Ali Hamdi, Kamal Mohamed, Lillian Wassim","cross_cats":["cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T11:25:56Z","title":"LLM-DaaS: LLM-driven Drone-as-a-Service Operations from Text User Requests"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.11672","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:d4571af0151492e94382528ab2a29ce2de4f6fb01fdf82d0fc1fcbedd0757070","target":"record","created_at":"2026-07-05T09:49:49Z","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":"ab22c82a51d4ab49c00fc097e20b9292f23102e867fac764635732faedae7706","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-12-16T11:25:56Z","title_canon_sha256":"b28a171e15d6f2e427ef181c22a05ebbbbfd1ace4d8549602fb2ed455687f872"},"schema_version":"1.0","source":{"id":"2412.11672","kind":"arxiv","version":1}},"canonical_sha256":"3fc32f584136746dff5f5a9a1afc8945b002eaaaccf1b5b9a19506427c075a96","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3fc32f584136746dff5f5a9a1afc8945b002eaaaccf1b5b9a19506427c075a96","first_computed_at":"2026-07-05T09:49:49.700109Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:49:49.700109Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9HBp9yIWJ9tVSrihtxOv/M/qC8zU6LtKu6/k4Z0kb+zy1lSB96dYaiOqUWXIdiKO1kL2A/4upGpXiod3x7x8Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:49:49.700624Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.11672","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d4571af0151492e94382528ab2a29ce2de4f6fb01fdf82d0fc1fcbedd0757070","sha256:d486aabaecf91c96e0df437d797248bfeac1a6c53fd21972b14fa3006536783a"],"state_sha256":"adf86da435f5f02bfd4dc2fb8043c87286f69bc6b689238f988ff1dfa4ae0ea0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Z38GdObqrgJNdeFt/7TXUubgKMQwI/OL7u1loJMziWArx9vgaXnyn7K2aG+Cfr4zEtwGb8WVBX+Fbr7IjFrgBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T09:29:16.663799Z","bundle_sha256":"06fd75c981631963253d1569ad1435007a3db8ba6cce36016b94c2c74a76cc78"}}