{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:K4VSHN72IFQ65ZUVQA7O5G4I2O","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":"12119e5da4208dafc35a3012cf5ab93f20e31b6ba0e7e500f9db2a3e241946bb","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-11T00:52:39Z","title_canon_sha256":"c3dbd2ab6dd35e3983bbe72e0702fcab9266c5b3850be7fd8b11920cb542d9d9"},"schema_version":"1.0","source":{"id":"2404.07413","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.07413","created_at":"2026-07-05T08:06:52Z"},{"alias_kind":"arxiv_version","alias_value":"2404.07413v1","created_at":"2026-07-05T08:06:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.07413","created_at":"2026-07-05T08:06:52Z"},{"alias_kind":"pith_short_12","alias_value":"K4VSHN72IFQ6","created_at":"2026-07-05T08:06:52Z"},{"alias_kind":"pith_short_16","alias_value":"K4VSHN72IFQ65ZUV","created_at":"2026-07-05T08:06:52Z"},{"alias_kind":"pith_short_8","alias_value":"K4VSHN72","created_at":"2026-07-05T08:06:52Z"}],"graph_snapshots":[{"event_id":"sha256:085dbbf7dadecc67812caa1a16908daeb989c48b467a138ec4f1576dc7bf8cef","target":"graph","created_at":"2026-07-05T08:06:52Z","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/2404.07413/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have achieved remarkable results, but their increasing resource demand has become a major obstacle to the development of powerful and accessible super-human intelligence. This report introduces JetMoE-8B, a new LLM trained with less than $0.1 million, using 1.25T tokens from carefully mixed open-source corpora and 30,000 H100 GPU hours. Despite its low cost, the JetMoE-8B demonstrates impressive performance, with JetMoE-8B outperforming the Llama2-7B model and JetMoE-8B-Chat surpassing the Llama2-13B-Chat model. These results suggest that LLM training can be much m","authors_text":"Tianle Cai, Yikang Shen, Zengyi Qin, Zhen Guo","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-11T00:52:39Z","title":"JetMoE: Reaching Llama2 Performance with 0.1M Dollars"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.07413","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:c63ad52f24c80d99905fb1b77608a18747a36cfff557b885b9ebcdfc4bb2015f","target":"record","created_at":"2026-07-05T08:06:52Z","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":"12119e5da4208dafc35a3012cf5ab93f20e31b6ba0e7e500f9db2a3e241946bb","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-11T00:52:39Z","title_canon_sha256":"c3dbd2ab6dd35e3983bbe72e0702fcab9266c5b3850be7fd8b11920cb542d9d9"},"schema_version":"1.0","source":{"id":"2404.07413","kind":"arxiv","version":1}},"canonical_sha256":"572b23b7fa4161eee695803eee9b88d38119007a2439a560cc5cc835a3bc4bee","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"572b23b7fa4161eee695803eee9b88d38119007a2439a560cc5cc835a3bc4bee","first_computed_at":"2026-07-05T08:06:52.210589Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:06:52.210589Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PN93Eis9K3jmCNki1uTWLwbc9Nu5RWIr+c7DFWkEhEOqjfKZwMAIjb+F7dPsbVfH64CPkocVjOGLSUjm0LNBAg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:06:52.211023Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.07413","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c63ad52f24c80d99905fb1b77608a18747a36cfff557b885b9ebcdfc4bb2015f","sha256:085dbbf7dadecc67812caa1a16908daeb989c48b467a138ec4f1576dc7bf8cef"],"state_sha256":"b0406d70edf9183fab9d2f7ecc090f578bc7317f2df23eb7e388738c49dee1ae"}