{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:6IHLPVGSESRBNE2DQKRXLPH2TM","short_pith_number":"pith:6IHLPVGS","canonical_record":{"source":{"id":"2408.11749","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-08-21T16:16:34Z","cross_cats_sorted":["cs.CR"],"title_canon_sha256":"40eb137633684fbc02d1953f7e0a9da01da3ed5c811b059cd461b5121850944b","abstract_canon_sha256":"4def3117c827cbf206ced3e70def5530b119fd650209a35ecf8a2064a0bccf2a"},"schema_version":"1.0"},"canonical_sha256":"f20eb7d4d224a216934382a375bcfa9b333e8e14af0d4365cd5d64498e0c4b06","source":{"kind":"arxiv","id":"2408.11749","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.11749","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"arxiv_version","alias_value":"2408.11749v2","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.11749","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"pith_short_12","alias_value":"6IHLPVGSESRB","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"pith_short_16","alias_value":"6IHLPVGSESRBNE2D","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"pith_short_8","alias_value":"6IHLPVGS","created_at":"2026-07-05T09:49:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:6IHLPVGSESRBNE2DQKRXLPH2TM","target":"record","payload":{"canonical_record":{"source":{"id":"2408.11749","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-08-21T16:16:34Z","cross_cats_sorted":["cs.CR"],"title_canon_sha256":"40eb137633684fbc02d1953f7e0a9da01da3ed5c811b059cd461b5121850944b","abstract_canon_sha256":"4def3117c827cbf206ced3e70def5530b119fd650209a35ecf8a2064a0bccf2a"},"schema_version":"1.0"},"canonical_sha256":"f20eb7d4d224a216934382a375bcfa9b333e8e14af0d4365cd5d64498e0c4b06","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:49:44.588385Z","signature_b64":"+WIq078mLuqMDVL4tdaf6DpkWeypBbfzj/60lSF929e/xfZ07LOAu0Mvpspjon5KhhpvIocoViWv3fD4bKDiDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f20eb7d4d224a216934382a375bcfa9b333e8e14af0d4365cd5d64498e0c4b06","last_reissued_at":"2026-07-05T09:49:44.587644Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:49:44.587644Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2408.11749","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":"2026-07-05T09:49:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ao5+IsZxP7bQQx8vIKTzsGtQaywk7xrHr7FKXbYtGjLcHWL9UsDE5f8CgcpzeuFskXu+3O2TIo+V8J0qXoidCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T06:51:33.329321Z"},"content_sha256":"e790155cb7063d4d17afa85423be76a7b2068863105ecab25165805eeb4bdc4d","schema_version":"1.0","event_id":"sha256:e790155cb7063d4d17afa85423be76a7b2068863105ecab25165805eeb4bdc4d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:6IHLPVGSESRBNE2DQKRXLPH2TM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Against All Odds: Overcoming Typology, Script, and Language Confusion in Multilingual Embedding Inversion Attacks","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.CR"],"primary_cat":"cs.CL","authors_text":"Heather Lent, Johannes Bjerva, Russa Biswas, Yiyi Chen","submitted_at":"2024-08-21T16:16:34Z","abstract_excerpt":"Large Language Models (LLMs) are susceptible to malicious influence by cyber attackers through intrusions such as adversarial, backdoor, and embedding inversion attacks. In response, the burgeoning field of LLM Security aims to study and defend against such threats. Thus far, the majority of works in this area have focused on monolingual English models, however, emerging research suggests that multilingual LLMs may be more vulnerable to various attacks than their monolingual counterparts. While previous work has investigated embedding inversion over a small subset of European languages, it is "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.11749","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/2408.11749/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":"2026-07-05T09:49:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZqTnVbyli4YMnIemCe1qfCu2Ahti8uKzUP63M+YQvapDuVEJCr8P3l5Sm5A8SztgRHZS8U/YJycRYK3ZCBoOBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T06:51:33.329840Z"},"content_sha256":"bc28f0a6afb8633388cca94083897eda1cfea87484a832c447bb21be3c13b0a2","schema_version":"1.0","event_id":"sha256:bc28f0a6afb8633388cca94083897eda1cfea87484a832c447bb21be3c13b0a2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6IHLPVGSESRBNE2DQKRXLPH2TM/bundle.json","state_url":"https://pith.science/pith/6IHLPVGSESRBNE2DQKRXLPH2TM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6IHLPVGSESRBNE2DQKRXLPH2TM/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":"2026-08-09T06:51:33Z","links":{"resolver":"https://pith.science/pith/6IHLPVGSESRBNE2DQKRXLPH2TM","bundle":"https://pith.science/pith/6IHLPVGSESRBNE2DQKRXLPH2TM/bundle.json","state":"https://pith.science/pith/6IHLPVGSESRBNE2DQKRXLPH2TM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6IHLPVGSESRBNE2DQKRXLPH2TM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:6IHLPVGSESRBNE2DQKRXLPH2TM","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":"4def3117c827cbf206ced3e70def5530b119fd650209a35ecf8a2064a0bccf2a","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-08-21T16:16:34Z","title_canon_sha256":"40eb137633684fbc02d1953f7e0a9da01da3ed5c811b059cd461b5121850944b"},"schema_version":"1.0","source":{"id":"2408.11749","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.11749","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"arxiv_version","alias_value":"2408.11749v2","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.11749","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"pith_short_12","alias_value":"6IHLPVGSESRB","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"pith_short_16","alias_value":"6IHLPVGSESRBNE2D","created_at":"2026-07-05T09:49:44Z"},{"alias_kind":"pith_short_8","alias_value":"6IHLPVGS","created_at":"2026-07-05T09:49:44Z"}],"graph_snapshots":[{"event_id":"sha256:bc28f0a6afb8633388cca94083897eda1cfea87484a832c447bb21be3c13b0a2","target":"graph","created_at":"2026-07-05T09:49:44Z","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/2408.11749/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) are susceptible to malicious influence by cyber attackers through intrusions such as adversarial, backdoor, and embedding inversion attacks. In response, the burgeoning field of LLM Security aims to study and defend against such threats. Thus far, the majority of works in this area have focused on monolingual English models, however, emerging research suggests that multilingual LLMs may be more vulnerable to various attacks than their monolingual counterparts. While previous work has investigated embedding inversion over a small subset of European languages, it is ","authors_text":"Heather Lent, Johannes Bjerva, Russa Biswas, Yiyi Chen","cross_cats":["cs.CR"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-08-21T16:16:34Z","title":"Against All Odds: Overcoming Typology, Script, and Language Confusion in Multilingual Embedding Inversion Attacks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.11749","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:e790155cb7063d4d17afa85423be76a7b2068863105ecab25165805eeb4bdc4d","target":"record","created_at":"2026-07-05T09:49:44Z","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":"4def3117c827cbf206ced3e70def5530b119fd650209a35ecf8a2064a0bccf2a","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-08-21T16:16:34Z","title_canon_sha256":"40eb137633684fbc02d1953f7e0a9da01da3ed5c811b059cd461b5121850944b"},"schema_version":"1.0","source":{"id":"2408.11749","kind":"arxiv","version":2}},"canonical_sha256":"f20eb7d4d224a216934382a375bcfa9b333e8e14af0d4365cd5d64498e0c4b06","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f20eb7d4d224a216934382a375bcfa9b333e8e14af0d4365cd5d64498e0c4b06","first_computed_at":"2026-07-05T09:49:44.587644Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:49:44.587644Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+WIq078mLuqMDVL4tdaf6DpkWeypBbfzj/60lSF929e/xfZ07LOAu0Mvpspjon5KhhpvIocoViWv3fD4bKDiDg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:49:44.588385Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.11749","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e790155cb7063d4d17afa85423be76a7b2068863105ecab25165805eeb4bdc4d","sha256:bc28f0a6afb8633388cca94083897eda1cfea87484a832c447bb21be3c13b0a2"],"state_sha256":"90f028d8eb08800005cc5fabcf70ceba2b1d78109692308baa68d9c24bac1184"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"M4hSdoHD6Nd4KCAP65tjSW31RdfoH7vBYcg/12Y3PNSkozqBeCZz/xtyOgX/eZtYI7blEBfvHja07N8hIqXZDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T06:51:33.335135Z","bundle_sha256":"9773468a8f407d8618a2621bbd91402abed9dc863e399128195372a1af19d96a"}}