{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:T2D2KTQW22RT7OEZEU22V7FN7N","short_pith_number":"pith:T2D2KTQW","canonical_record":{"source":{"id":"2512.09730","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-12-10T15:12:09Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"664b35aaded8137a7d42ab3843faa16da066acd4c7aeb47262ede14ecc3ac258","abstract_canon_sha256":"8c78e212625be6471c582f7456e5eca7a43f0907ee1b172bdca501b7e060e76c"},"schema_version":"1.0"},"canonical_sha256":"9e87a54e16d6a33fb8992535aafcadfb4df0b9c3a87e7671592e4157aa235d07","source":{"kind":"arxiv","id":"2512.09730","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2512.09730","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"arxiv_version","alias_value":"2512.09730v3","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2512.09730","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"pith_short_12","alias_value":"T2D2KTQW22RT","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"pith_short_16","alias_value":"T2D2KTQW22RT7OEZ","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"pith_short_8","alias_value":"T2D2KTQW","created_at":"2026-06-02T03:04:36Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:T2D2KTQW22RT7OEZEU22V7FN7N","target":"record","payload":{"canonical_record":{"source":{"id":"2512.09730","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-12-10T15:12:09Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"664b35aaded8137a7d42ab3843faa16da066acd4c7aeb47262ede14ecc3ac258","abstract_canon_sha256":"8c78e212625be6471c582f7456e5eca7a43f0907ee1b172bdca501b7e060e76c"},"schema_version":"1.0"},"canonical_sha256":"9e87a54e16d6a33fb8992535aafcadfb4df0b9c3a87e7671592e4157aa235d07","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-02T03:04:36.238754Z","signature_b64":"RqYoDJSeliQM2DonfIl6Td8xwZVv+So/qFAfYRQSeHnX0som28Z7OxEU+jwIPfaN1gLz/aGL+9kBISm0JB05CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9e87a54e16d6a33fb8992535aafcadfb4df0b9c3a87e7671592e4157aa235d07","last_reissued_at":"2026-06-02T03:04:36.238204Z","signature_status":"signed_v1","first_computed_at":"2026-06-02T03:04:36.238204Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2512.09730","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-02T03:04:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"eSz153YUG6NPdTZzTULVXvYcFCCX1UrpkdRJ8h2YdIkbGxR5uLViBlid78DpUvzocZdRrCe6lP7ZAvsxJYSOAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-04T19:18:34.950078Z"},"content_sha256":"b077513dcb352db6103de3a5db10851814bb550a5e5ef55e38ec37c55cb197bd","schema_version":"1.0","event_id":"sha256:b077513dcb352db6103de3a5db10851814bb550a5e5ef55e38ec37c55cb197bd"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:T2D2KTQW22RT7OEZEU22V7FN7N","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Interpreto: An Explainability Library for Transformers","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CL","authors_text":"Antonin Poch\\'e, C\\'eline Hudelot, Charlotte Claye, Corentin Friedrich, Fanny Jourdan, Fran\\c{c}ois Hoofd, Fr\\'ed\\'eric Boisnard, Gabriele Sarti, Nicholas Asher, Raphael Bernas, Thomas Mullor","submitted_at":"2025-12-10T15:12:09Z","abstract_excerpt":"Interpreto is an open-source Python library for interpreting HuggingFace language models, from early BERT variants to LLMs. It provides two complementary families of methods: attribution methods and concept-based explanations. The library bridges recent research and practical tooling by exposing explanation workflows through a unified API for both classification and text generation. A key differentiator is its end-to-end concept-based pipeline (from activation extraction to concept learning, interpretation, and scoring), which goes beyond feature-level attributions and is uncommon in existing "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.09730","kind":"arxiv","version":3},"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/2512.09730/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":"2026-06-02T03:04:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"glDXfC9WH+WWyoeW8J9rg133B5vjfx5joHRv9hVRdTKg06NDL4MdvGHBjevKIpzI+GtvAgLe4teI1MfDlWZzCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-04T19:18:34.950468Z"},"content_sha256":"56990f1d68aa9cb31c6cecc10598f782b42550a032c50ace568dd3f4a0f3f25d","schema_version":"1.0","event_id":"sha256:56990f1d68aa9cb31c6cecc10598f782b42550a032c50ace568dd3f4a0f3f25d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/T2D2KTQW22RT7OEZEU22V7FN7N/bundle.json","state_url":"https://pith.science/pith/T2D2KTQW22RT7OEZEU22V7FN7N/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/T2D2KTQW22RT7OEZEU22V7FN7N/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":"2026-06-04T19:18:34Z","links":{"resolver":"https://pith.science/pith/T2D2KTQW22RT7OEZEU22V7FN7N","bundle":"https://pith.science/pith/T2D2KTQW22RT7OEZEU22V7FN7N/bundle.json","state":"https://pith.science/pith/T2D2KTQW22RT7OEZEU22V7FN7N/state.json","well_known_bundle":"https://pith.science/.well-known/pith/T2D2KTQW22RT7OEZEU22V7FN7N/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:T2D2KTQW22RT7OEZEU22V7FN7N","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":"8c78e212625be6471c582f7456e5eca7a43f0907ee1b172bdca501b7e060e76c","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-12-10T15:12:09Z","title_canon_sha256":"664b35aaded8137a7d42ab3843faa16da066acd4c7aeb47262ede14ecc3ac258"},"schema_version":"1.0","source":{"id":"2512.09730","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2512.09730","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"arxiv_version","alias_value":"2512.09730v3","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2512.09730","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"pith_short_12","alias_value":"T2D2KTQW22RT","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"pith_short_16","alias_value":"T2D2KTQW22RT7OEZ","created_at":"2026-06-02T03:04:36Z"},{"alias_kind":"pith_short_8","alias_value":"T2D2KTQW","created_at":"2026-06-02T03:04:36Z"}],"graph_snapshots":[{"event_id":"sha256:56990f1d68aa9cb31c6cecc10598f782b42550a032c50ace568dd3f4a0f3f25d","target":"graph","created_at":"2026-06-02T03:04:36Z","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/2512.09730/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Interpreto is an open-source Python library for interpreting HuggingFace language models, from early BERT variants to LLMs. It provides two complementary families of methods: attribution methods and concept-based explanations. The library bridges recent research and practical tooling by exposing explanation workflows through a unified API for both classification and text generation. A key differentiator is its end-to-end concept-based pipeline (from activation extraction to concept learning, interpretation, and scoring), which goes beyond feature-level attributions and is uncommon in existing ","authors_text":"Antonin Poch\\'e, C\\'eline Hudelot, Charlotte Claye, Corentin Friedrich, Fanny Jourdan, Fran\\c{c}ois Hoofd, Fr\\'ed\\'eric Boisnard, Gabriele Sarti, Nicholas Asher, Raphael Bernas, Thomas Mullor","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-12-10T15:12:09Z","title":"Interpreto: An Explainability Library for Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.09730","kind":"arxiv","version":3},"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:b077513dcb352db6103de3a5db10851814bb550a5e5ef55e38ec37c55cb197bd","target":"record","created_at":"2026-06-02T03:04:36Z","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":"8c78e212625be6471c582f7456e5eca7a43f0907ee1b172bdca501b7e060e76c","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-12-10T15:12:09Z","title_canon_sha256":"664b35aaded8137a7d42ab3843faa16da066acd4c7aeb47262ede14ecc3ac258"},"schema_version":"1.0","source":{"id":"2512.09730","kind":"arxiv","version":3}},"canonical_sha256":"9e87a54e16d6a33fb8992535aafcadfb4df0b9c3a87e7671592e4157aa235d07","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9e87a54e16d6a33fb8992535aafcadfb4df0b9c3a87e7671592e4157aa235d07","first_computed_at":"2026-06-02T03:04:36.238204Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-02T03:04:36.238204Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"RqYoDJSeliQM2DonfIl6Td8xwZVv+So/qFAfYRQSeHnX0som28Z7OxEU+jwIPfaN1gLz/aGL+9kBISm0JB05CA==","signature_status":"signed_v1","signed_at":"2026-06-02T03:04:36.238754Z","signed_message":"canonical_sha256_bytes"},"source_id":"2512.09730","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b077513dcb352db6103de3a5db10851814bb550a5e5ef55e38ec37c55cb197bd","sha256:56990f1d68aa9cb31c6cecc10598f782b42550a032c50ace568dd3f4a0f3f25d"],"state_sha256":"514df3f1ab285673e7662738d41507c75447c3a52c7a617258c27845776991f5"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MqghBmv5wXQeeaDVO8VxXSjESPuU4/zwN96d/g4DhkgsljnIathW0RxVrOtYHV62jpyUUKCW1iLsnjh+TaUnDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-04T19:18:34.952544Z","bundle_sha256":"4156317e09d0d1a291a1396425e53263cb2da7fd559a37be47f0bd7a958f7957"}}