{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:GFCQSJ7FJ575VWVJ4BJB2XLI3U","short_pith_number":"pith:GFCQSJ7F","canonical_record":{"source":{"id":"2405.06459","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-10T13:10:55Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"733221703f4eef2584b2695f50a76d6ba048d0b6c8a86c322ca84db604032489","abstract_canon_sha256":"b979020b11a56d9b1a07c535a07cd7bfc14c5ad7817f12a2e16fbc89bd5b9255"},"schema_version":"1.0"},"canonical_sha256":"31450927e54f7fdadaa9e0521d5d68dd0ea78f7cf0b9069eb358f2b97ff622ee","source":{"kind":"arxiv","id":"2405.06459","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.06459","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"arxiv_version","alias_value":"2405.06459v4","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.06459","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"pith_short_12","alias_value":"GFCQSJ7FJ575","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"pith_short_16","alias_value":"GFCQSJ7FJ575VWVJ","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"pith_short_8","alias_value":"GFCQSJ7F","created_at":"2026-07-05T09:26:26Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:GFCQSJ7FJ575VWVJ4BJB2XLI3U","target":"record","payload":{"canonical_record":{"source":{"id":"2405.06459","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-10T13:10:55Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"733221703f4eef2584b2695f50a76d6ba048d0b6c8a86c322ca84db604032489","abstract_canon_sha256":"b979020b11a56d9b1a07c535a07cd7bfc14c5ad7817f12a2e16fbc89bd5b9255"},"schema_version":"1.0"},"canonical_sha256":"31450927e54f7fdadaa9e0521d5d68dd0ea78f7cf0b9069eb358f2b97ff622ee","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:26:26.143516Z","signature_b64":"Pgn0mQClCbDhT7TjbBYSN/66D6LufbOhRaqziv1TQWUttweGO/VobhuG+sdx02EKuI1cdv5ILZhw/4LD+ke1Bw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"31450927e54f7fdadaa9e0521d5d68dd0ea78f7cf0b9069eb358f2b97ff622ee","last_reissued_at":"2026-07-05T09:26:26.143044Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:26:26.143044Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.06459","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:26:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kU4M6Wul9QdML2PtLWN32ahYY5SHHmZBs3Phq2UNh2SY5beJ5dxyXddgDPSx70WBK7frPej3W2c4ommfGr52CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T04:43:27.661350Z"},"content_sha256":"45d7d7d10ee5c31701f0c028c14c8c000ac2b835b81476d1ca78141cbd9d9f7f","schema_version":"1.0","event_id":"sha256:45d7d7d10ee5c31701f0c028c14c8c000ac2b835b81476d1ca78141cbd9d9f7f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:GFCQSJ7FJ575VWVJ4BJB2XLI3U","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Are EEG-to-Text Models Working?","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Hui Xiong, Hyejeong Jo, Juhyeok Han, Won Hee Lee, Yiqian Yang, Yiqun Duan","submitted_at":"2024-05-10T13:10:55Z","abstract_excerpt":"This work critically analyzes existing models for open-vocabulary EEG-to-Text translation. We identify a crucial limitation: previous studies often employed implicit teacher-forcing during evaluation, artificially inflating performance metrics. Additionally, they lacked a critical benchmark - comparing model performance on pure noise inputs. We propose a methodology to differentiate between models that truly learn from EEG signals and those that simply memorize training data. Our analysis reveals that model performance on noise data can be comparable to that on EEG data. These findings highlig"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.06459","kind":"arxiv","version":4},"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/2405.06459/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":"2026-07-05T09:26:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JA+NLY2ORn4LE3wy798BhQY3kCk9HRhGBulDvXsdU/FW1eYtrbOwYsfuq52HrHSqHgIJ42hShlUIPS1UUbUSBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T04:43:27.662317Z"},"content_sha256":"b9977c170cf873255bacfc94dcef0b2983190613a6b16993e2832a4f91caf11b","schema_version":"1.0","event_id":"sha256:b9977c170cf873255bacfc94dcef0b2983190613a6b16993e2832a4f91caf11b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/GFCQSJ7FJ575VWVJ4BJB2XLI3U/bundle.json","state_url":"https://pith.science/pith/GFCQSJ7FJ575VWVJ4BJB2XLI3U/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/GFCQSJ7FJ575VWVJ4BJB2XLI3U/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":"2026-08-06T04:43:27Z","links":{"resolver":"https://pith.science/pith/GFCQSJ7FJ575VWVJ4BJB2XLI3U","bundle":"https://pith.science/pith/GFCQSJ7FJ575VWVJ4BJB2XLI3U/bundle.json","state":"https://pith.science/pith/GFCQSJ7FJ575VWVJ4BJB2XLI3U/state.json","well_known_bundle":"https://pith.science/.well-known/pith/GFCQSJ7FJ575VWVJ4BJB2XLI3U/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GFCQSJ7FJ575VWVJ4BJB2XLI3U","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":"b979020b11a56d9b1a07c535a07cd7bfc14c5ad7817f12a2e16fbc89bd5b9255","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-10T13:10:55Z","title_canon_sha256":"733221703f4eef2584b2695f50a76d6ba048d0b6c8a86c322ca84db604032489"},"schema_version":"1.0","source":{"id":"2405.06459","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.06459","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"arxiv_version","alias_value":"2405.06459v4","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.06459","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"pith_short_12","alias_value":"GFCQSJ7FJ575","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"pith_short_16","alias_value":"GFCQSJ7FJ575VWVJ","created_at":"2026-07-05T09:26:26Z"},{"alias_kind":"pith_short_8","alias_value":"GFCQSJ7F","created_at":"2026-07-05T09:26:26Z"}],"graph_snapshots":[{"event_id":"sha256:b9977c170cf873255bacfc94dcef0b2983190613a6b16993e2832a4f91caf11b","target":"graph","created_at":"2026-07-05T09:26:26Z","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/2405.06459/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This work critically analyzes existing models for open-vocabulary EEG-to-Text translation. We identify a crucial limitation: previous studies often employed implicit teacher-forcing during evaluation, artificially inflating performance metrics. Additionally, they lacked a critical benchmark - comparing model performance on pure noise inputs. We propose a methodology to differentiate between models that truly learn from EEG signals and those that simply memorize training data. Our analysis reveals that model performance on noise data can be comparable to that on EEG data. These findings highlig","authors_text":"Hui Xiong, Hyejeong Jo, Juhyeok Han, Won Hee Lee, Yiqian Yang, Yiqun Duan","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-10T13:10:55Z","title":"Are EEG-to-Text Models Working?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.06459","kind":"arxiv","version":4},"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":"sha256:45d7d7d10ee5c31701f0c028c14c8c000ac2b835b81476d1ca78141cbd9d9f7f","target":"record","created_at":"2026-07-05T09:26:26Z","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":"b979020b11a56d9b1a07c535a07cd7bfc14c5ad7817f12a2e16fbc89bd5b9255","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-10T13:10:55Z","title_canon_sha256":"733221703f4eef2584b2695f50a76d6ba048d0b6c8a86c322ca84db604032489"},"schema_version":"1.0","source":{"id":"2405.06459","kind":"arxiv","version":4}},"canonical_sha256":"31450927e54f7fdadaa9e0521d5d68dd0ea78f7cf0b9069eb358f2b97ff622ee","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"31450927e54f7fdadaa9e0521d5d68dd0ea78f7cf0b9069eb358f2b97ff622ee","first_computed_at":"2026-07-05T09:26:26.143044Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:26:26.143044Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Pgn0mQClCbDhT7TjbBYSN/66D6LufbOhRaqziv1TQWUttweGO/VobhuG+sdx02EKuI1cdv5ILZhw/4LD+ke1Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:26:26.143516Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.06459","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:45d7d7d10ee5c31701f0c028c14c8c000ac2b835b81476d1ca78141cbd9d9f7f","sha256:b9977c170cf873255bacfc94dcef0b2983190613a6b16993e2832a4f91caf11b"],"state_sha256":"920456168a6466afd0b2fd0ec4dee3da53b52149b6c124e8c10b3d17285a2701"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lpIMihYebPvuU3/tZXXYMvCxp5GP0HmweUGQ0mVWuANJxDwflkuNsxI5izGEGGeuQhVktkdCCZ2EefiSWVe5Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T04:43:27.672750Z","bundle_sha256":"07b5a5866e3db0b6895f2aeae9c99a8b05d45904c1b3ac680d3d909be5d854a7"}}