{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:EEV2XPZLVFRIGES55CSYKBK6F2","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":"8d9642d99070915fc8f702e4aef0c07e2ae35ac8eb0f711ae39b727aaa676bcb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-10-02T02:32:26Z","title_canon_sha256":"8130924d739db43002112d2ffff70e58de48f2cb3318d5b046377f5f55be41bf"},"schema_version":"1.0","source":{"id":"2401.02052","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.02052","created_at":"2026-07-05T07:30:10Z"},{"alias_kind":"arxiv_version","alias_value":"2401.02052v1","created_at":"2026-07-05T07:30:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.02052","created_at":"2026-07-05T07:30:10Z"},{"alias_kind":"pith_short_12","alias_value":"EEV2XPZLVFRI","created_at":"2026-07-05T07:30:10Z"},{"alias_kind":"pith_short_16","alias_value":"EEV2XPZLVFRIGES5","created_at":"2026-07-05T07:30:10Z"},{"alias_kind":"pith_short_8","alias_value":"EEV2XPZL","created_at":"2026-07-05T07:30:10Z"}],"graph_snapshots":[{"event_id":"sha256:d4c5f0b43c46b8f415fe26334b26a4f4180045828e926b6d2082924e1e7d0c9c","target":"graph","created_at":"2026-07-05T07:30:10Z","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/2401.02052/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This work demonstrates the implementation and use of an encoder-decoder model to perform a many-to-many mapping of video data to text captions. The many-to-many mapping occurs via an input temporal sequence of video frames to an output sequence of words to form a caption sentence. Data preprocessing, model construction, and model training are discussed. Caption correctness is evaluated using 2-gram BLEU scores across the different splits of the dataset. Specific examples of output captions were shown to demonstrate model generality over the video temporal dimension. Predicted captions were sho","authors_text":"Bolanle Hafiz Matti, Sikiru Adewale, Tosin Ige","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-10-02T02:32:26Z","title":"Encoder-Decoder Based Long Short-Term Memory (LSTM) Model for Video Captioning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.02052","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":"sha256:0671bd6c16db7433ecf819355154f1d0e754584c7d08a492c95918fcb02930a6","target":"record","created_at":"2026-07-05T07:30:10Z","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":"8d9642d99070915fc8f702e4aef0c07e2ae35ac8eb0f711ae39b727aaa676bcb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-10-02T02:32:26Z","title_canon_sha256":"8130924d739db43002112d2ffff70e58de48f2cb3318d5b046377f5f55be41bf"},"schema_version":"1.0","source":{"id":"2401.02052","kind":"arxiv","version":1}},"canonical_sha256":"212babbf2ba96283125de8a585055e2e90aaa07da7994e9d640e4484a4d3e943","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"212babbf2ba96283125de8a585055e2e90aaa07da7994e9d640e4484a4d3e943","first_computed_at":"2026-07-05T07:30:10.391496Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:30:10.391496Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fWdRg7FDrf7dy8LHZ7SRDQhbdwcJ9qgfzHN3cReQbhGr6R4MjEnt/oAfWfwd3SUvdhlQ27rKgvhZlrHDdkiLDw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:30:10.391962Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.02052","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0671bd6c16db7433ecf819355154f1d0e754584c7d08a492c95918fcb02930a6","sha256:d4c5f0b43c46b8f415fe26334b26a4f4180045828e926b6d2082924e1e7d0c9c"],"state_sha256":"caacd32f43d3e2ddac598b336e7f5a7523c0a2c71de05489a7ac6389babe5050"}