{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:VIMQS3BABFJB5GJYH7Y7M7ASBW","short_pith_number":"pith:VIMQS3BA","canonical_record":{"source":{"id":"2503.05200","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-03-07T07:44:31Z","cross_cats_sorted":["cs.AI","cs.LG","cs.NI"],"title_canon_sha256":"c86e954222c5665b0091d6c31ac3afd7ce53ca5d338103d2af8b75eeeae7dfe0","abstract_canon_sha256":"735ec182c31f37b698c587ddcc8a58e14021eeecd4a18628899734972978f6b9"},"schema_version":"1.0"},"canonical_sha256":"aa19096c2009521e99383ff1f67c120d8f6b3d8377696856c0790163179018d9","source":{"kind":"arxiv","id":"2503.05200","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.05200","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"arxiv_version","alias_value":"2503.05200v2","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.05200","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"pith_short_12","alias_value":"VIMQS3BABFJB","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"pith_short_16","alias_value":"VIMQS3BABFJB5GJY","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"pith_short_8","alias_value":"VIMQS3BA","created_at":"2026-07-05T11:41:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:VIMQS3BABFJB5GJYH7Y7M7ASBW","target":"record","payload":{"canonical_record":{"source":{"id":"2503.05200","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-03-07T07:44:31Z","cross_cats_sorted":["cs.AI","cs.LG","cs.NI"],"title_canon_sha256":"c86e954222c5665b0091d6c31ac3afd7ce53ca5d338103d2af8b75eeeae7dfe0","abstract_canon_sha256":"735ec182c31f37b698c587ddcc8a58e14021eeecd4a18628899734972978f6b9"},"schema_version":"1.0"},"canonical_sha256":"aa19096c2009521e99383ff1f67c120d8f6b3d8377696856c0790163179018d9","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:41:39.922684Z","signature_b64":"a2lj0Eq+f728DyK17eHEDB/2CQ32wloyxA+bskua6Cl+lSqR0+HuWDAbZnhcrrkuIQYw/0pAufjT5EfnzYIVCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"aa19096c2009521e99383ff1f67c120d8f6b3d8377696856c0790163179018d9","last_reissued_at":"2026-07-05T11:41:39.922192Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:41:39.922192Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.05200","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:41:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"T3AfOid0iZ1N4Ja5w6r+i9MshWbdTL7OWqjfwV4056J34oGna6xnhT7bfNR2u0jaWdrGw/U94FjT55mZGfffAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T14:39:30.358954Z"},"content_sha256":"1fd75be785749fa937f6b3f924b017d0348711cbdf4fbd143258762744cf3fbe","schema_version":"1.0","event_id":"sha256:1fd75be785749fa937f6b3f924b017d0348711cbdf4fbd143258762744cf3fbe"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:VIMQS3BABFJB5GJYH7Y7M7ASBW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"ORANSight-2.0: Foundational LLMs for O-RAN","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG","cs.NI"],"primary_cat":"cs.CL","authors_text":"Pranshav Gajjar, Vijay K. Shah","submitted_at":"2025-03-07T07:44:31Z","abstract_excerpt":"Despite the transformative impact of Large Language Models (LLMs) across critical domains such as healthcare, customer service, and business marketing, their integration into Open Radio Access Networks (O-RAN) remains limited. This gap is primarily due to the absence of domain-specific foundational models, with existing solutions often relying on general-purpose LLMs that fail to address the unique challenges and technical intricacies of O-RAN. To bridge this gap, we introduce ORANSight-2.0 (O-RAN Insights), a pioneering initiative to develop specialized foundational LLMs tailored for O-RAN. B"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.05200","kind":"arxiv","version":2},"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/2503.05200/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":"2026-07-05T11:41:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"POw55NVhorbvE2BkBNtqD3H6ttrx2EIUNX28rn5l9up7+UfB/jQSj3LwA7t1v2Q4X+4/LysQwJ82I1JrSQIyBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T14:39:30.359452Z"},"content_sha256":"275a466ca3c08f8e05d83dc106a2c8a09e035305fce5149f513a45210517f9cd","schema_version":"1.0","event_id":"sha256:275a466ca3c08f8e05d83dc106a2c8a09e035305fce5149f513a45210517f9cd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VIMQS3BABFJB5GJYH7Y7M7ASBW/bundle.json","state_url":"https://pith.science/pith/VIMQS3BABFJB5GJYH7Y7M7ASBW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VIMQS3BABFJB5GJYH7Y7M7ASBW/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":"2026-08-08T14:39:30Z","links":{"resolver":"https://pith.science/pith/VIMQS3BABFJB5GJYH7Y7M7ASBW","bundle":"https://pith.science/pith/VIMQS3BABFJB5GJYH7Y7M7ASBW/bundle.json","state":"https://pith.science/pith/VIMQS3BABFJB5GJYH7Y7M7ASBW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VIMQS3BABFJB5GJYH7Y7M7ASBW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:VIMQS3BABFJB5GJYH7Y7M7ASBW","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":"735ec182c31f37b698c587ddcc8a58e14021eeecd4a18628899734972978f6b9","cross_cats_sorted":["cs.AI","cs.LG","cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-03-07T07:44:31Z","title_canon_sha256":"c86e954222c5665b0091d6c31ac3afd7ce53ca5d338103d2af8b75eeeae7dfe0"},"schema_version":"1.0","source":{"id":"2503.05200","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.05200","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"arxiv_version","alias_value":"2503.05200v2","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.05200","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"pith_short_12","alias_value":"VIMQS3BABFJB","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"pith_short_16","alias_value":"VIMQS3BABFJB5GJY","created_at":"2026-07-05T11:41:39Z"},{"alias_kind":"pith_short_8","alias_value":"VIMQS3BA","created_at":"2026-07-05T11:41:39Z"}],"graph_snapshots":[{"event_id":"sha256:275a466ca3c08f8e05d83dc106a2c8a09e035305fce5149f513a45210517f9cd","target":"graph","created_at":"2026-07-05T11:41:39Z","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/2503.05200/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite the transformative impact of Large Language Models (LLMs) across critical domains such as healthcare, customer service, and business marketing, their integration into Open Radio Access Networks (O-RAN) remains limited. This gap is primarily due to the absence of domain-specific foundational models, with existing solutions often relying on general-purpose LLMs that fail to address the unique challenges and technical intricacies of O-RAN. To bridge this gap, we introduce ORANSight-2.0 (O-RAN Insights), a pioneering initiative to develop specialized foundational LLMs tailored for O-RAN. B","authors_text":"Pranshav Gajjar, Vijay K. Shah","cross_cats":["cs.AI","cs.LG","cs.NI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-03-07T07:44:31Z","title":"ORANSight-2.0: Foundational LLMs for O-RAN"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.05200","kind":"arxiv","version":2},"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":"sha256:1fd75be785749fa937f6b3f924b017d0348711cbdf4fbd143258762744cf3fbe","target":"record","created_at":"2026-07-05T11:41:39Z","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":"735ec182c31f37b698c587ddcc8a58e14021eeecd4a18628899734972978f6b9","cross_cats_sorted":["cs.AI","cs.LG","cs.NI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-03-07T07:44:31Z","title_canon_sha256":"c86e954222c5665b0091d6c31ac3afd7ce53ca5d338103d2af8b75eeeae7dfe0"},"schema_version":"1.0","source":{"id":"2503.05200","kind":"arxiv","version":2}},"canonical_sha256":"aa19096c2009521e99383ff1f67c120d8f6b3d8377696856c0790163179018d9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"aa19096c2009521e99383ff1f67c120d8f6b3d8377696856c0790163179018d9","first_computed_at":"2026-07-05T11:41:39.922192Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:41:39.922192Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"a2lj0Eq+f728DyK17eHEDB/2CQ32wloyxA+bskua6Cl+lSqR0+HuWDAbZnhcrrkuIQYw/0pAufjT5EfnzYIVCA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:41:39.922684Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.05200","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1fd75be785749fa937f6b3f924b017d0348711cbdf4fbd143258762744cf3fbe","sha256:275a466ca3c08f8e05d83dc106a2c8a09e035305fce5149f513a45210517f9cd"],"state_sha256":"1450c1cc578fb4d79cc6ecb6a5ef5e351daf00c329f62c68d652bc7a65817758"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8uIJdJkN/Z7GJOsP1I4KLLFQYmXlDF5ik4+NqwDY1b01QPw5tNZ89EVu+Im9fuLc+7G0lKuDLe9inHwIoed2Ag==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T14:39:30.363304Z","bundle_sha256":"975b76da5a189090da4e316cb96cf376375df119cd3a97ab1eb3fc6257151f09"}}