{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:U5UM2C3LNJMFW6GLTJFK2R75FY","short_pith_number":"pith:U5UM2C3L","canonical_record":{"source":{"id":"2403.15529","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-22T17:31:43Z","cross_cats_sorted":["cs.AI","cs.IR"],"title_canon_sha256":"6cb0d4067014dd9f50ac42046e06ffdc04620bf29b846b4900d33f52c1d3bc67","abstract_canon_sha256":"6439f4526e55e26d963b36f67f504e73f1cf559104ace411dce0a500fac17af7"},"schema_version":"1.0"},"canonical_sha256":"a768cd0b6b6a585b78cb9a4aad47fd2e3a263493ec4b889692222cc0cc113139","source":{"kind":"arxiv","id":"2403.15529","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.15529","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"arxiv_version","alias_value":"2403.15529v2","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.15529","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"pith_short_12","alias_value":"U5UM2C3LNJMF","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"pith_short_16","alias_value":"U5UM2C3LNJMFW6GL","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"pith_short_8","alias_value":"U5UM2C3L","created_at":"2026-07-05T08:31:49Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:U5UM2C3LNJMFW6GLTJFK2R75FY","target":"record","payload":{"canonical_record":{"source":{"id":"2403.15529","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-22T17:31:43Z","cross_cats_sorted":["cs.AI","cs.IR"],"title_canon_sha256":"6cb0d4067014dd9f50ac42046e06ffdc04620bf29b846b4900d33f52c1d3bc67","abstract_canon_sha256":"6439f4526e55e26d963b36f67f504e73f1cf559104ace411dce0a500fac17af7"},"schema_version":"1.0"},"canonical_sha256":"a768cd0b6b6a585b78cb9a4aad47fd2e3a263493ec4b889692222cc0cc113139","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:31:49.557951Z","signature_b64":"TP6pHLWnvwMSJHW7OhKCgDXLEuZHZPuMZl1OUqFtvVRd4zjgNsgmIbj5/D9tRT9KjYMEsmNAmRtgdPkEpf+jBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a768cd0b6b6a585b78cb9a4aad47fd2e3a263493ec4b889692222cc0cc113139","last_reissued_at":"2026-07-05T08:31:49.557448Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:31:49.557448Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.15529","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":"2026-07-05T08:31:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OrJkHUkvMmSR0M9if+bqOLFSZTxC409u3qRtLlQnBZIh4S+D2koyEjYjlB2a1OVgcgEOtKe3k6sop0lbsMaYBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T05:41:37.631081Z"},"content_sha256":"02a80449ce7dd6b1e5282737afa6bf134b7d89e4ac5a6f89deb5b5159666de0e","schema_version":"1.0","event_id":"sha256:02a80449ce7dd6b1e5282737afa6bf134b7d89e4ac5a6f89deb5b5159666de0e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:U5UM2C3LNJMFW6GLTJFK2R75FY","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Papers","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":["cs.AI","cs.IR"],"primary_cat":"cs.CL","authors_text":"Abdur Rahman Bin Md Faizullah, Ashok Urlana, Rahul Mishra","submitted_at":"2024-03-22T17:31:43Z","abstract_excerpt":"Examining limitations is a crucial step in the scholarly research reviewing process, revealing aspects where a study might lack decisiveness or require enhancement. This aids readers in considering broader implications for further research. In this article, we present a novel and challenging task of Suggestive Limitation Generation (SLG) for research papers. We compile a dataset called \\textbf{\\textit{LimGen}}, encompassing 4068 research papers and their associated limitations from the ACL anthology. We investigate several approaches to harness large language models (LLMs) for producing sugges"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.15529","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/2403.15529/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":"2026-07-05T08:31:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uQ/FA2T4eDQe0yLHfu/mLdIVbZq/A8PDX/KBIaqO0QjnFDm99zXrjrp1Oi9AyJMttgfSQ8PJpQ6jRyqyfMmeDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T05:41:37.631957Z"},"content_sha256":"d6be2e43c07a3dcdf7a2dcf725d2b9a41373d889463c15dba2e5e905e1441093","schema_version":"1.0","event_id":"sha256:d6be2e43c07a3dcdf7a2dcf725d2b9a41373d889463c15dba2e5e905e1441093"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/U5UM2C3LNJMFW6GLTJFK2R75FY/bundle.json","state_url":"https://pith.science/pith/U5UM2C3LNJMFW6GLTJFK2R75FY/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/U5UM2C3LNJMFW6GLTJFK2R75FY/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":"2026-08-04T05:41:37Z","links":{"resolver":"https://pith.science/pith/U5UM2C3LNJMFW6GLTJFK2R75FY","bundle":"https://pith.science/pith/U5UM2C3LNJMFW6GLTJFK2R75FY/bundle.json","state":"https://pith.science/pith/U5UM2C3LNJMFW6GLTJFK2R75FY/state.json","well_known_bundle":"https://pith.science/.well-known/pith/U5UM2C3LNJMFW6GLTJFK2R75FY/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:U5UM2C3LNJMFW6GLTJFK2R75FY","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":"6439f4526e55e26d963b36f67f504e73f1cf559104ace411dce0a500fac17af7","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-22T17:31:43Z","title_canon_sha256":"6cb0d4067014dd9f50ac42046e06ffdc04620bf29b846b4900d33f52c1d3bc67"},"schema_version":"1.0","source":{"id":"2403.15529","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.15529","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"arxiv_version","alias_value":"2403.15529v2","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.15529","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"pith_short_12","alias_value":"U5UM2C3LNJMF","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"pith_short_16","alias_value":"U5UM2C3LNJMFW6GL","created_at":"2026-07-05T08:31:49Z"},{"alias_kind":"pith_short_8","alias_value":"U5UM2C3L","created_at":"2026-07-05T08:31:49Z"}],"graph_snapshots":[{"event_id":"sha256:d6be2e43c07a3dcdf7a2dcf725d2b9a41373d889463c15dba2e5e905e1441093","target":"graph","created_at":"2026-07-05T08:31:49Z","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/2403.15529/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Examining limitations is a crucial step in the scholarly research reviewing process, revealing aspects where a study might lack decisiveness or require enhancement. This aids readers in considering broader implications for further research. In this article, we present a novel and challenging task of Suggestive Limitation Generation (SLG) for research papers. We compile a dataset called \\textbf{\\textit{LimGen}}, encompassing 4068 research papers and their associated limitations from the ACL anthology. We investigate several approaches to harness large language models (LLMs) for producing sugges","authors_text":"Abdur Rahman Bin Md Faizullah, Ashok Urlana, Rahul Mishra","cross_cats":["cs.AI","cs.IR"],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-22T17:31:43Z","title":"LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Papers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.15529","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":"sha256:02a80449ce7dd6b1e5282737afa6bf134b7d89e4ac5a6f89deb5b5159666de0e","target":"record","created_at":"2026-07-05T08:31:49Z","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":"6439f4526e55e26d963b36f67f504e73f1cf559104ace411dce0a500fac17af7","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-03-22T17:31:43Z","title_canon_sha256":"6cb0d4067014dd9f50ac42046e06ffdc04620bf29b846b4900d33f52c1d3bc67"},"schema_version":"1.0","source":{"id":"2403.15529","kind":"arxiv","version":2}},"canonical_sha256":"a768cd0b6b6a585b78cb9a4aad47fd2e3a263493ec4b889692222cc0cc113139","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a768cd0b6b6a585b78cb9a4aad47fd2e3a263493ec4b889692222cc0cc113139","first_computed_at":"2026-07-05T08:31:49.557448Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:31:49.557448Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TP6pHLWnvwMSJHW7OhKCgDXLEuZHZPuMZl1OUqFtvVRd4zjgNsgmIbj5/D9tRT9KjYMEsmNAmRtgdPkEpf+jBw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:31:49.557951Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.15529","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:02a80449ce7dd6b1e5282737afa6bf134b7d89e4ac5a6f89deb5b5159666de0e","sha256:d6be2e43c07a3dcdf7a2dcf725d2b9a41373d889463c15dba2e5e905e1441093"],"state_sha256":"36c9a1325fe00c9ed0cd2210b4ce415e1d77ed609a333432b7b867941988958e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XgiYyoI/u58CwB2rZ5lp3e0kD4k/geEZWwHjSZMnzP1qQit1Vm5xvj63Z/JcSg3pPUSM9SpbjSDrB4ip/8csAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T05:41:37.636392Z","bundle_sha256":"e480d7f922d98f6381da63e28272c00edbcf6b73dc5a903f55707b8d4eb1a38b"}}