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Title 11 - BANKRUPTCY 11 U.S.C. United States Code, 2024 Edition Title 11 - BANKRUPTCY CHAPTER 13 - ADJUSTMENT OF DEBTS OF AN INDIVIDUAL WITH REGULAR INCOME SUBCHAPTER II - THE PLAN Sec. 1321 - Filing of plan From the U.S. Government Publishing Office, www.gpo.gov \u00a71321. Filing of plan The debtor shall file a plan. (Pub. L. 95\u2013598, Nov. 6, 1978, 92 Stat. 2648.) Historical and Revision Notes senate report no. 95\u2013989 Chapter 13 contemplates the filing of a plan only by the debtor.","title":"11"}],"schema_version":"autoencoder-training-job-v3","split_snapshot_id":"qualification-validation-5b03e6c038c55e64cad15e5e4dfa4d7e1d1ced2eafa2272ce1f18c32975bc1b0","target_shard_max_bytes":268435456,"target_snapshot_artifact":{"bytes":45780345,"path":"/home/barberb/lift_coding/external/ipfs_datasets/workspace/test-logs/federal-corpus-audits/feature-pretraining-smoke-20260930/distributed-worker-a-32t4v-r2/jobs/span-attempt-82daacb69b211cee24a803df647b287fb30490488aa3379d71d4712ba0101d5f/attempt-1/artifacts/7a/7af287ed7ae63e20ab7ebd6862c5dc294fb348578d2008324be4d175ee2c81b0","sha256":"7af287ed7ae63e20ab7ebd6862c5dc294fb348578d2008324be4d175ee2c81b0"},"target_snapshot_id":"sha256:c4f9ef0b872b834443a3603eef251d372d894f851c719127777ff5ec29875695","training_config":{"epochs":3,"hard_example_fraction":1.0,"l2_regularization":0.0,"learning_rate":0.35,"legal_ir_bridge_names":["modal_frame_logic","deontic_norms","fol_tdfol","cec_dcec","external_prover_router"],"legal_ir_evaluate_provers":false,"legal_ir_parallel_workers":1,"max_cosine_regression":0.01,"max_cross_entropy_regression":0.0,"max_legal_ir_loss_regression":0.02,"max_line_search_attempts":2,"max_reconstruction_regression":0.02,"max_seconds":300.0,"metric_disk_cache":0,"objective_cosine_gap_weight":1.5,"objective_cross_entropy_weight":1.0,"objective_legal_ir_weight":1.0,"objective_reconstruction_weight":1.0,"profile_projection":true,"projection_candidate_update_order":["decoded_embedding_structural"],"projection_max_update_families":5,"projection_momentum":0.25,"projection_optimizer_mode":"productive_adaptive","projection_reconstruction_objective":"raw_decoder","projection_update_backend":"python_sparse_batch","use_sample_memory":false},"validation_samples":[{"citation":"10 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Title 10 - ARMED FORCES 10 U.S.C. United States Code, 2024 Edition Title 10 - ARMED FORCES Subtitle A - General Military Law PART II - PERSONNEL CHAPTER 31 - ENLISTMENTS Sec. 512 - Renumbered \u00a712104 From the U.S. Government Publishing Office, www.gpo.gov [\u00a7512. Renumbered \u00a712104]","title":"10"},{"citation":"1 U.S.C. 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Title 1 - GENERAL PROVISIONS 1 U.S.C. United States Code, 2024 Edition Title 1 - GENERAL PROVISIONS CHAPTER 2 - ACTS AND RESOLUTIONS; FORMALITIES OF ENACTMENT; REPEALS; SEALING OF INSTRUMENTS Sec. 102 - Resolving clause From the U.S. Government Publishing Office, www.gpo.gov \u00a7102. Resolving clause The resolving clause of all joint resolutions shall be in the following form: \"Resolved by the Senate and House of Representatives of the United States of America in Congress assembled.\" (July 30, 1947, ch. 388, 61 Stat. 634.)","title":"1"},{"citation":"12 U.S.C. 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Title 12 - BANKS AND BANKING 12 U.S.C. United States Code, 2024 Edition Title 12 - BANKS AND BANKING CHAPTER 2 - NATIONAL BANKS SUBCHAPTER X - BANK EXAMINATIONS; REPORTS Sec. 165 - Omitted From the U.S. Government Publishing Office, www.gpo.gov \u00a7165. Omitted Editorial Notes Codification Section, R.S. \u00a75241, related to limitation of visitorial powers. See section 484 of this title.","title":"12"},{"citation":"54 U.S.C. 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Term of commercial services contracts A commercial services contract entered into pursuant to this title shall be awarded for a term not to exceed 10 years. (Added Pub. 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