{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:EKXIHEZO6SHGZJOGPDVZHH4MQD","short_pith_number":"pith:EKXIHEZO","canonical_record":{"source":{"id":"2607.01000","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T14:35:55Z","cross_cats_sorted":[],"title_canon_sha256":"8aa38f66b5e0c46f6d5b62019227013b81dc8f57e57c9eb61d2579bc8e07b9f8","abstract_canon_sha256":"a840bebf552522a5b497980312902c1569470458a488b61e04492e914fb0f51c"},"schema_version":"1.0"},"canonical_sha256":"22ae83932ef48e6ca5c678eb939f8c80c5e86b45894e6ffcae76d63ecf803f9f","source":{"kind":"arxiv","id":"2607.01000","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.01000","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"arxiv_version","alias_value":"2607.01000v1","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.01000","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"pith_short_12","alias_value":"EKXIHEZO6SHG","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"pith_short_16","alias_value":"EKXIHEZO6SHGZJOG","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"pith_short_8","alias_value":"EKXIHEZO","created_at":"2026-07-02T01:18:25Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:EKXIHEZO6SHGZJOGPDVZHH4MQD","target":"record","payload":{"canonical_record":{"source":{"id":"2607.01000","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T14:35:55Z","cross_cats_sorted":[],"title_canon_sha256":"8aa38f66b5e0c46f6d5b62019227013b81dc8f57e57c9eb61d2579bc8e07b9f8","abstract_canon_sha256":"a840bebf552522a5b497980312902c1569470458a488b61e04492e914fb0f51c"},"schema_version":"1.0"},"canonical_sha256":"22ae83932ef48e6ca5c678eb939f8c80c5e86b45894e6ffcae76d63ecf803f9f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-02T01:18:25.649429Z","signature_b64":"iZMXMSUs0KEC/RDNuX+O4wHVySkBwFcp8A8F5f1grlnO/D78yW6Cr/3VOXx0sTKefYiIfNq1iKm3cc0LX6mMBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"22ae83932ef48e6ca5c678eb939f8c80c5e86b45894e6ffcae76d63ecf803f9f","last_reissued_at":"2026-07-02T01:18:25.648992Z","signature_status":"signed_v1","first_computed_at":"2026-07-02T01:18:25.648992Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.01000","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":"2026-07-02T01:18:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MWoTHMi/76QmdcISTOc9NWDPTU5zyKWbMf0bE4Qi7uAjlzy5XsD16tdzM07YY0hu2EPya2tw8iTa012XUy40AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T13:12:06.474133Z"},"content_sha256":"899ad3ce7775d39eff1352f5125eb7e9681162d17dc2bf16cec98055f1c0ca4e","schema_version":"1.0","event_id":"sha256:899ad3ce7775d39eff1352f5125eb7e9681162d17dc2bf16cec98055f1c0ca4e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:EKXIHEZO6SHGZJOGPDVZHH4MQD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"KnowledgeDebugger -- an Exploration Tool for Knowledge Localization and Editing in Transformers","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Artur Andrzejak, Eric Benz, Lennart St\\\"opler, Nikolai Bolik","submitted_at":"2026-07-01T14:35:55Z","abstract_excerpt":"Recent research has increasingly focused on understanding how Transformers store and process knowledge, as well as how this knowledge can be edited. Research work in this area is often conducted in two phases: first, phenomena are explored on individual samples. Then, when results appear promising, more statistically robust experiments follow. To support the first phase, we propose KnowledgeDebugger, a GUI-based exploration tool for knowledge localization and editing in Transformers. Our tool - inspired by LM-Debugger - offers no-code access to the methods in EasyEdit, a widely used library of"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.01000","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/2607.01000/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":"2026-07-02T01:18:25Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"l1xkwGaqgaXZIh8tm79avLLjbcZCFkfKd/94zCZNwfVf5GIxQwLaJsG1cujWOaD6HXgpr/a06d2kNr/fQouIBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T13:12:06.474780Z"},"content_sha256":"d6bba137527b903218b9f68649b0b2a4615880e9efdd81af6999542afd672000","schema_version":"1.0","event_id":"sha256:d6bba137527b903218b9f68649b0b2a4615880e9efdd81af6999542afd672000"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EKXIHEZO6SHGZJOGPDVZHH4MQD/bundle.json","state_url":"https://pith.science/pith/EKXIHEZO6SHGZJOGPDVZHH4MQD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EKXIHEZO6SHGZJOGPDVZHH4MQD/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":"2026-07-05T13:12:06Z","links":{"resolver":"https://pith.science/pith/EKXIHEZO6SHGZJOGPDVZHH4MQD","bundle":"https://pith.science/pith/EKXIHEZO6SHGZJOGPDVZHH4MQD/bundle.json","state":"https://pith.science/pith/EKXIHEZO6SHGZJOGPDVZHH4MQD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EKXIHEZO6SHGZJOGPDVZHH4MQD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:EKXIHEZO6SHGZJOGPDVZHH4MQD","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":"a840bebf552522a5b497980312902c1569470458a488b61e04492e914fb0f51c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T14:35:55Z","title_canon_sha256":"8aa38f66b5e0c46f6d5b62019227013b81dc8f57e57c9eb61d2579bc8e07b9f8"},"schema_version":"1.0","source":{"id":"2607.01000","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.01000","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"arxiv_version","alias_value":"2607.01000v1","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.01000","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"pith_short_12","alias_value":"EKXIHEZO6SHG","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"pith_short_16","alias_value":"EKXIHEZO6SHGZJOG","created_at":"2026-07-02T01:18:25Z"},{"alias_kind":"pith_short_8","alias_value":"EKXIHEZO","created_at":"2026-07-02T01:18:25Z"}],"graph_snapshots":[{"event_id":"sha256:d6bba137527b903218b9f68649b0b2a4615880e9efdd81af6999542afd672000","target":"graph","created_at":"2026-07-02T01:18:25Z","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/2607.01000/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent research has increasingly focused on understanding how Transformers store and process knowledge, as well as how this knowledge can be edited. Research work in this area is often conducted in two phases: first, phenomena are explored on individual samples. Then, when results appear promising, more statistically robust experiments follow. To support the first phase, we propose KnowledgeDebugger, a GUI-based exploration tool for knowledge localization and editing in Transformers. Our tool - inspired by LM-Debugger - offers no-code access to the methods in EasyEdit, a widely used library of","authors_text":"Artur Andrzejak, Eric Benz, Lennart St\\\"opler, Nikolai Bolik","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T14:35:55Z","title":"KnowledgeDebugger -- an Exploration Tool for Knowledge Localization and Editing in Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.01000","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":"sha256:899ad3ce7775d39eff1352f5125eb7e9681162d17dc2bf16cec98055f1c0ca4e","target":"record","created_at":"2026-07-02T01:18:25Z","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":"a840bebf552522a5b497980312902c1569470458a488b61e04492e914fb0f51c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2026-07-01T14:35:55Z","title_canon_sha256":"8aa38f66b5e0c46f6d5b62019227013b81dc8f57e57c9eb61d2579bc8e07b9f8"},"schema_version":"1.0","source":{"id":"2607.01000","kind":"arxiv","version":1}},"canonical_sha256":"22ae83932ef48e6ca5c678eb939f8c80c5e86b45894e6ffcae76d63ecf803f9f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"22ae83932ef48e6ca5c678eb939f8c80c5e86b45894e6ffcae76d63ecf803f9f","first_computed_at":"2026-07-02T01:18:25.648992Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-02T01:18:25.648992Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iZMXMSUs0KEC/RDNuX+O4wHVySkBwFcp8A8F5f1grlnO/D78yW6Cr/3VOXx0sTKefYiIfNq1iKm3cc0LX6mMBQ==","signature_status":"signed_v1","signed_at":"2026-07-02T01:18:25.649429Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.01000","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:899ad3ce7775d39eff1352f5125eb7e9681162d17dc2bf16cec98055f1c0ca4e","sha256:d6bba137527b903218b9f68649b0b2a4615880e9efdd81af6999542afd672000"],"state_sha256":"16f4bdb7cbe368df3a6b8a0e36ffc129563ef8a08c8ba7f78b004e51e4c46be6"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UaMQHjrsj+75aYEwNAj+mlkygsY1C5YWhQMnwsXLN0BHwO2tQUtE8St/gNSg05KLyXRSYrc7g1uNdlhiaF0RCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-05T13:12:06.478056Z","bundle_sha256":"2fb2f9c868bb2a93f9b11685f605ce31e9d4875e0daa7915784c67096782c076"}}