{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:ZMQCVYGCSXCRJSDY7YIXSULWPV","short_pith_number":"pith:ZMQCVYGC","canonical_record":{"source":{"id":"2605.21338","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-20T16:05:05Z","cross_cats_sorted":[],"title_canon_sha256":"0c599d0f1b749141277e764e86f74355084ee42d036bb8072a672d7313cc2cbf","abstract_canon_sha256":"02cf6083e37b869ba7cab8ff600f49bc226ea09b88e31dd69644e60bc867b26a"},"schema_version":"1.0"},"canonical_sha256":"cb202ae0c295c514c878fe117951767d760741abe3305f3c4272230e4add00f0","source":{"kind":"arxiv","id":"2605.21338","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.21338","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"arxiv_version","alias_value":"2605.21338v1","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.21338","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"pith_short_12","alias_value":"ZMQCVYGCSXCR","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"pith_short_16","alias_value":"ZMQCVYGCSXCRJSDY","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"pith_short_8","alias_value":"ZMQCVYGC","created_at":"2026-05-21T02:05:29Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:ZMQCVYGCSXCRJSDY7YIXSULWPV","target":"record","payload":{"canonical_record":{"source":{"id":"2605.21338","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-20T16:05:05Z","cross_cats_sorted":[],"title_canon_sha256":"0c599d0f1b749141277e764e86f74355084ee42d036bb8072a672d7313cc2cbf","abstract_canon_sha256":"02cf6083e37b869ba7cab8ff600f49bc226ea09b88e31dd69644e60bc867b26a"},"schema_version":"1.0"},"canonical_sha256":"cb202ae0c295c514c878fe117951767d760741abe3305f3c4272230e4add00f0","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-21T02:05:29.843697Z","signature_b64":"PsfApZqEGL+4GR2mUec7HxyyTLvEwQSg7D5IjCKRp5fkT4L1sI5NnnQeJa8UfjPYW5wMgUjpY1j61EHA7oUbAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"cb202ae0c295c514c878fe117951767d760741abe3305f3c4272230e4add00f0","last_reissued_at":"2026-05-21T02:05:29.842849Z","signature_status":"signed_v1","first_computed_at":"2026-05-21T02:05:29.842849Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.21338","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":"2026-05-21T02:05:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JmOYwNd0pRgoj657NzCcF9qg9KMhNugAdY1zkrOC5iP81MMOVdi2ArGZVadMQUttSjel4aKTAVTRriavFw0EAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T04:29:22.883910Z"},"content_sha256":"ec08ef48310991e73a913dc62af6dc9fa74e81f29b5583f736b8eb282f5e7bd3","schema_version":"1.0","event_id":"sha256:ec08ef48310991e73a913dc62af6dc9fa74e81f29b5583f736b8eb282f5e7bd3"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:ZMQCVYGCSXCRJSDY7YIXSULWPV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Text Analytics Evaluation Framework: A Case Study on LLMs and Social Media","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Jose Camacho-Collados, Nedjma Ousidhoum, Yuefeng Shi","submitted_at":"2026-05-20T16:05:05Z","abstract_excerpt":"LLMs have demonstrated exceptional proficiency in a wide range of NLP tasks. However, a notable gap remains in practical data analysis scenarios, particularly when LLMs are required to process long sequences of unstructured documents, such as news feeds or, as specifically addressed in this paper, social media posts. To empirically assess the effectiveness of LLMs in this setting, we introduce a question-based evaluation framework comprising 470 manually curated questions designed to evaluate LLMs' semantic understanding and reasoning abilities over aggregated text data. We apply our benchmark"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.21338","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/2605.21338/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":"2026-05-21T02:05:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MP/d7bFMBGaXP0e1XyNf0P3ZYbNxUKRCoQ/mm4ALARMFSIimWdN/cHN9XPZd9G/cJF9aqtffSdvWjtR2/bH3BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T04:29:22.884678Z"},"content_sha256":"a843ea73254a3722fbfbaf6fb9c5ddaba4eadaa92200aea5a328a0ddcc2faa0e","schema_version":"1.0","event_id":"sha256:a843ea73254a3722fbfbaf6fb9c5ddaba4eadaa92200aea5a328a0ddcc2faa0e"},{"event_type":"integrity_finding","subject_pith_number":"pith:2026:ZMQCVYGCSXCRJSDY7YIXSULWPV","target":"integrity","payload":{"note":"URL 'https://github' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.","snippet":null,"arxiv_id":"2605.21338","detector":"external_links","evidence":{"url":"https://github","final_url":null,"host_kind":"website","status_code":0,"status_text":"transport error: [Errno -3] Temporary failure in name resolution","verdict_class":"incontrovertible","checked_at_unix":1779406478.275145},"severity":"advisory","ref_index":null,"audited_at":"2026-05-21T23:34:38.276881Z","event_type":"pith.integrity.v1","detected_doi":null,"detector_url":"https://pith.science/pith-integrity-protocol#external_links","external_url":"https://github","finding_type":"dead_url","evidence_hash":"6cce775242ca32ddc846de8aa7330632628296a484b5427b0090dbfd0cd3fa5f","paper_version":1,"verdict_class":"incontrovertible","resolved_title":null,"detector_version":"1.0.0","detected_arxiv_id":null,"integrity_event_id":6090,"payload_sha256":"49db6f3dd289e857519f7930b6844e688860a9231aa876e5e43392c947843790","signature_b64":"izCVewZM257xQYDa0e7RlzpYEV/w7tnpAstEyI7H8KMRv/CKaVwwoCtv91LsVgOeuAL2ZGy7zmFULgKmZchLAA==","signing_key_id":"pith-v1-2026-05"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-21T23:35:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"p6ii5EE68g7HzOoZetBREnrFn34jdaVyNVJGGrMcG6f/IZWPBMAoDpvnXHXkRScGYWX7/qc2K2rSSEEm0AJlCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T04:29:22.886042Z"},"content_sha256":"ac2a8aa4cd0d46868f2eca50af487475382305ee7811394805046102821f9ccd","schema_version":"1.0","event_id":"sha256:ac2a8aa4cd0d46868f2eca50af487475382305ee7811394805046102821f9ccd"},{"event_type":"integrity_finding","subject_pith_number":"pith:2026:ZMQCVYGCSXCRJSDY7YIXSULWPV","target":"integrity","payload":{"note":"URL 'https://github' returned status transport error (transport error: [Errno -3] Temporary failure in name resolution) at last check.","snippet":null,"arxiv_id":"2605.21338","detector":"external_links","evidence":{"url":"https://github","final_url":null,"host_kind":"website","status_code":0,"status_text":"transport error: [Errno -3] Temporary failure in name resolution","verdict_class":"incontrovertible","checked_at_unix":1779363276.052544},"severity":"advisory","ref_index":null,"audited_at":"2026-05-21T11:34:36.054029Z","event_type":"pith.integrity.v1","detected_doi":null,"detector_url":"https://pith.science/pith-integrity-protocol#external_links","external_url":"https://github","finding_type":"dead_url","evidence_hash":"d01ff21c20be8d19448f869c517641d8585d39f2821e539edf711fc1fde56601","paper_version":1,"verdict_class":"incontrovertible","resolved_title":null,"detector_version":"1.0.0","detected_arxiv_id":null,"integrity_event_id":5924,"payload_sha256":"e7ca4c59a302b38a6adb2ca11adf9bb8e6fc9d8d602b59818f8a05089cbca0e1","signature_b64":"ga2H1Cc3lqex2YpRQ6/BiXrvOI2bRipwSr9dDuLlYgO7DGOF/pT/YYiK07a0yHRQqpkC6nLioB5RAfnoV/AzDg==","signing_key_id":"pith-v1-2026-05"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-21T11:39:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GMZrsAiYas0Wdu/OA+T8FwYlxjeDjL93DFLvQnTOvVqATZFBHCKCLOvIk+nAAa7zNSQsRV8mMWjiljcNFPpMAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T04:29:22.886563Z"},"content_sha256":"1f49d1fdb95ebb2d88ad46610047f6d394ed7f7a64d23bdc4bf92e5b27199d6a","schema_version":"1.0","event_id":"sha256:1f49d1fdb95ebb2d88ad46610047f6d394ed7f7a64d23bdc4bf92e5b27199d6a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ZMQCVYGCSXCRJSDY7YIXSULWPV/bundle.json","state_url":"https://pith.science/pith/ZMQCVYGCSXCRJSDY7YIXSULWPV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ZMQCVYGCSXCRJSDY7YIXSULWPV/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":"2026-05-26T04:29:22Z","links":{"resolver":"https://pith.science/pith/ZMQCVYGCSXCRJSDY7YIXSULWPV","bundle":"https://pith.science/pith/ZMQCVYGCSXCRJSDY7YIXSULWPV/bundle.json","state":"https://pith.science/pith/ZMQCVYGCSXCRJSDY7YIXSULWPV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ZMQCVYGCSXCRJSDY7YIXSULWPV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:ZMQCVYGCSXCRJSDY7YIXSULWPV","merge_version":"pith-open-graph-merge-v1","event_count":4,"valid_event_count":4,"invalid_event_count":0,"equivocation_count":1,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"02cf6083e37b869ba7cab8ff600f49bc226ea09b88e31dd69644e60bc867b26a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-20T16:05:05Z","title_canon_sha256":"0c599d0f1b749141277e764e86f74355084ee42d036bb8072a672d7313cc2cbf"},"schema_version":"1.0","source":{"id":"2605.21338","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.21338","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"arxiv_version","alias_value":"2605.21338v1","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.21338","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"pith_short_12","alias_value":"ZMQCVYGCSXCR","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"pith_short_16","alias_value":"ZMQCVYGCSXCRJSDY","created_at":"2026-05-21T02:05:29Z"},{"alias_kind":"pith_short_8","alias_value":"ZMQCVYGC","created_at":"2026-05-21T02:05:29Z"}],"graph_snapshots":[{"event_id":"sha256:a843ea73254a3722fbfbaf6fb9c5ddaba4eadaa92200aea5a328a0ddcc2faa0e","target":"graph","created_at":"2026-05-21T02:05:29Z","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/2605.21338/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"LLMs have demonstrated exceptional proficiency in a wide range of NLP tasks. However, a notable gap remains in practical data analysis scenarios, particularly when LLMs are required to process long sequences of unstructured documents, such as news feeds or, as specifically addressed in this paper, social media posts. To empirically assess the effectiveness of LLMs in this setting, we introduce a question-based evaluation framework comprising 470 manually curated questions designed to evaluate LLMs' semantic understanding and reasoning abilities over aggregated text data. We apply our benchmark","authors_text":"Jose Camacho-Collados, Nedjma Ousidhoum, Yuefeng Shi","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-20T16:05:05Z","title":"Text Analytics Evaluation Framework: A Case Study on LLMs and Social Media"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.21338","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:ec08ef48310991e73a913dc62af6dc9fa74e81f29b5583f736b8eb282f5e7bd3","target":"record","created_at":"2026-05-21T02:05:29Z","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":"02cf6083e37b869ba7cab8ff600f49bc226ea09b88e31dd69644e60bc867b26a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-05-20T16:05:05Z","title_canon_sha256":"0c599d0f1b749141277e764e86f74355084ee42d036bb8072a672d7313cc2cbf"},"schema_version":"1.0","source":{"id":"2605.21338","kind":"arxiv","version":1}},"canonical_sha256":"cb202ae0c295c514c878fe117951767d760741abe3305f3c4272230e4add00f0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cb202ae0c295c514c878fe117951767d760741abe3305f3c4272230e4add00f0","first_computed_at":"2026-05-21T02:05:29.842849Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-21T02:05:29.842849Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PsfApZqEGL+4GR2mUec7HxyyTLvEwQSg7D5IjCKRp5fkT4L1sI5NnnQeJa8UfjPYW5wMgUjpY1j61EHA7oUbAw==","signature_status":"signed_v1","signed_at":"2026-05-21T02:05:29.843697Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.21338","source_kind":"arxiv","source_version":1}}},"equivocations":[{"signer_id":"pith.science","event_type":"integrity_finding","target":"integrity","event_ids":["sha256:1f49d1fdb95ebb2d88ad46610047f6d394ed7f7a64d23bdc4bf92e5b27199d6a","sha256:ac2a8aa4cd0d46868f2eca50af487475382305ee7811394805046102821f9ccd"]}],"invalid_events":[],"applied_event_ids":["sha256:ec08ef48310991e73a913dc62af6dc9fa74e81f29b5583f736b8eb282f5e7bd3","sha256:a843ea73254a3722fbfbaf6fb9c5ddaba4eadaa92200aea5a328a0ddcc2faa0e"],"state_sha256":"92f05dad9ca0d306c77ea5893606160767b74bf60ee22d93b0bc42fa69af07ec"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5EoCZreyVTFi9wlfyqm66/QiGOe6Z8jBE+IN1tghEel0qenv9T4ZISR8epqKRAuiz960E7HDWS3xDtmBuxc9Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-26T04:29:22.890034Z","bundle_sha256":"3860fd62fc155786a29f50c2b77046380f716d46fd8ee6c078bce2f8d51e8869"}}