{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:7QKL6IMDF7XFIFSR3YFENWIBD2","short_pith_number":"pith:7QKL6IMD","canonical_record":{"source":{"id":"2411.02617","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-04T21:12:08Z","cross_cats_sorted":["cs.LG","cs.NI"],"title_canon_sha256":"66f13466894805399e0a8e5ffea8b84b16b1f1db11cb4852612be80f795c5b5b","abstract_canon_sha256":"974af448a8306e7e056c7892e28f639421be96628255f9eb834a7a0da9900620"},"schema_version":"1.0"},"canonical_sha256":"fc14bf21832fee541651de0a46d9011ebd291869f558aeee6aaedfeeaa18d16a","source":{"kind":"arxiv","id":"2411.02617","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.02617","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"arxiv_version","alias_value":"2411.02617v1","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.02617","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"pith_short_12","alias_value":"7QKL6IMDF7XF","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"pith_short_16","alias_value":"7QKL6IMDF7XFIFSR","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"pith_short_8","alias_value":"7QKL6IMD","created_at":"2026-07-05T09:31:14Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:7QKL6IMDF7XFIFSR3YFENWIBD2","target":"record","payload":{"canonical_record":{"source":{"id":"2411.02617","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-04T21:12:08Z","cross_cats_sorted":["cs.LG","cs.NI"],"title_canon_sha256":"66f13466894805399e0a8e5ffea8b84b16b1f1db11cb4852612be80f795c5b5b","abstract_canon_sha256":"974af448a8306e7e056c7892e28f639421be96628255f9eb834a7a0da9900620"},"schema_version":"1.0"},"canonical_sha256":"fc14bf21832fee541651de0a46d9011ebd291869f558aeee6aaedfeeaa18d16a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:31:14.871720Z","signature_b64":"/rD4Q6hjzgJxhXSMjS6qF9Bn5RVp/x7bWTf1vZSeRdNBU1/+mWRMNUa3eW5MMo4mRYP9uyKTW9jgB8Uw3/KbBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fc14bf21832fee541651de0a46d9011ebd291869f558aeee6aaedfeeaa18d16a","last_reissued_at":"2026-07-05T09:31:14.871320Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:31:14.871320Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.02617","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":"2026-07-05T09:31:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bMXQjVtZjMlzgfqoWnEO8hjKiKXWMY9s4iLlu4//kl2Dj7uoKKDzEC3kYrW/9/3tsuR5qZ4RIuBePdD8mG3ZAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T13:53:11.432998Z"},"content_sha256":"1010d3ca86b0903a40ff3e3549126d2f3e8d30b458e36d28a4c63bbefe0d990d","schema_version":"1.0","event_id":"sha256:1010d3ca86b0903a40ff3e3549126d2f3e8d30b458e36d28a4c63bbefe0d990d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:7QKL6IMDF7XFIFSR3YFENWIBD2","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"TeleOracle: Fine-Tuned Retrieval-Augmented Generation with Long-Context Support for Network","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","cs.NI"],"primary_cat":"cs.CL","authors_text":"Ismail Lotfi, Merouane Debbah, Nouf Alabbasi, Omar Alhussein, Omar Erak, Sami Muhaidat","submitted_at":"2024-11-04T21:12:08Z","abstract_excerpt":"The telecommunications industry's rapid evolution demands intelligent systems capable of managing complex networks and adapting to emerging technologies. While large language models (LLMs) show promise in addressing these challenges, their deployment in telecom environments faces significant constraints due to edge device limitations and inconsistent documentation. To bridge this gap, we present TeleOracle, a telecom-specialized retrieval-augmented generation (RAG) system built on the Phi-2 small language model (SLM). To improve context retrieval, TeleOracle employs a two-stage retriever that "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.02617","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/2411.02617/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":"2026-07-05T09:31:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DDWjrQIEfqFHGWldDNdCRVDgooNP0HM+Y6pgfvZhrfWPf/yOksjvvbH+rJBUCelLRPk9ZT8q4gVlO2+3blFjAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T13:53:11.433397Z"},"content_sha256":"570929afa88729951fd5f6507cdfcdd780b0d573d4de784372190a9d2a133abc","schema_version":"1.0","event_id":"sha256:570929afa88729951fd5f6507cdfcdd780b0d573d4de784372190a9d2a133abc"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7QKL6IMDF7XFIFSR3YFENWIBD2/bundle.json","state_url":"https://pith.science/pith/7QKL6IMDF7XFIFSR3YFENWIBD2/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7QKL6IMDF7XFIFSR3YFENWIBD2/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":"2026-07-06T13:53:11Z","links":{"resolver":"https://pith.science/pith/7QKL6IMDF7XFIFSR3YFENWIBD2","bundle":"https://pith.science/pith/7QKL6IMDF7XFIFSR3YFENWIBD2/bundle.json","state":"https://pith.science/pith/7QKL6IMDF7XFIFSR3YFENWIBD2/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7QKL6IMDF7XFIFSR3YFENWIBD2/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:7QKL6IMDF7XFIFSR3YFENWIBD2","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":"974af448a8306e7e056c7892e28f639421be96628255f9eb834a7a0da9900620","cross_cats_sorted":["cs.LG","cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-04T21:12:08Z","title_canon_sha256":"66f13466894805399e0a8e5ffea8b84b16b1f1db11cb4852612be80f795c5b5b"},"schema_version":"1.0","source":{"id":"2411.02617","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.02617","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"arxiv_version","alias_value":"2411.02617v1","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.02617","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"pith_short_12","alias_value":"7QKL6IMDF7XF","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"pith_short_16","alias_value":"7QKL6IMDF7XFIFSR","created_at":"2026-07-05T09:31:14Z"},{"alias_kind":"pith_short_8","alias_value":"7QKL6IMD","created_at":"2026-07-05T09:31:14Z"}],"graph_snapshots":[{"event_id":"sha256:570929afa88729951fd5f6507cdfcdd780b0d573d4de784372190a9d2a133abc","target":"graph","created_at":"2026-07-05T09:31:14Z","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/2411.02617/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The telecommunications industry's rapid evolution demands intelligent systems capable of managing complex networks and adapting to emerging technologies. While large language models (LLMs) show promise in addressing these challenges, their deployment in telecom environments faces significant constraints due to edge device limitations and inconsistent documentation. To bridge this gap, we present TeleOracle, a telecom-specialized retrieval-augmented generation (RAG) system built on the Phi-2 small language model (SLM). To improve context retrieval, TeleOracle employs a two-stage retriever that ","authors_text":"Ismail Lotfi, Merouane Debbah, Nouf Alabbasi, Omar Alhussein, Omar Erak, Sami Muhaidat","cross_cats":["cs.LG","cs.NI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-04T21:12:08Z","title":"TeleOracle: Fine-Tuned Retrieval-Augmented Generation with Long-Context Support for Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.02617","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":"sha256:1010d3ca86b0903a40ff3e3549126d2f3e8d30b458e36d28a4c63bbefe0d990d","target":"record","created_at":"2026-07-05T09:31:14Z","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":"974af448a8306e7e056c7892e28f639421be96628255f9eb834a7a0da9900620","cross_cats_sorted":["cs.LG","cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-04T21:12:08Z","title_canon_sha256":"66f13466894805399e0a8e5ffea8b84b16b1f1db11cb4852612be80f795c5b5b"},"schema_version":"1.0","source":{"id":"2411.02617","kind":"arxiv","version":1}},"canonical_sha256":"fc14bf21832fee541651de0a46d9011ebd291869f558aeee6aaedfeeaa18d16a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fc14bf21832fee541651de0a46d9011ebd291869f558aeee6aaedfeeaa18d16a","first_computed_at":"2026-07-05T09:31:14.871320Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:31:14.871320Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/rD4Q6hjzgJxhXSMjS6qF9Bn5RVp/x7bWTf1vZSeRdNBU1/+mWRMNUa3eW5MMo4mRYP9uyKTW9jgB8Uw3/KbBg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:31:14.871720Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.02617","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1010d3ca86b0903a40ff3e3549126d2f3e8d30b458e36d28a4c63bbefe0d990d","sha256:570929afa88729951fd5f6507cdfcdd780b0d573d4de784372190a9d2a133abc"],"state_sha256":"6091aad898d4b6aa5dca5fed8d8e4d08b476b2097746aedf79eba246f2174e2b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7P7bm5HjcTDJojz2VCKp55aHxQ9faoGf40nuF15JXRZmWYmAEBDqu9KbFPqWex2GTVidkOL78UZKoTfTpCN3Cg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T13:53:11.435624Z","bundle_sha256":"8e1e534da54073846545382ed0113205311c248133410f833e379c85a4ab437c"}}