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"tests/test_csv.py::test_csv_batch_independence",
"tests/test_csv.py::test_csv_empty_returns_zero",
"tests/test_csv.py::test_csv_injectivity_on_simplex",
"tests/test_csv.py::test_csv_linear_projection",
"tests/test_csv.py::test_csv_max_pool_ablation",
"tests/test_csv.py::test_csv_permutation_invariance",
"tests/test_data.py::test_bfs_depth_l",
"tests/test_data.py::test_freqcap_enforces_K_r",
"tests/test_data.py::test_gold_annotation_marks_shortest_path",
"tests/test_data.py::test_gold_annotation_unreachable",
"tests/test_dbm.py::test_dbm_context_sensitivity",
"tests/test_dbm.py::test_dbm_graceful_degradation_at_z_zero",
"tests/test_dbm.py::test_dbm_implements_u_diag_g_v_t",
"tests/test_dbm.py::test_dbm_rank_bound",
"tests/test_dbm.py::test_dbm_shape",
"tests/test_dbm.py::test_gate_relu_ablation",
"tests/test_dbm.py::test_gate_sigmoid_output_range",
"tests/test_evaluator.py::test_average_precision_perfect_ranking",
"tests/test_evaluator.py::test_jsd_paper_appendix_c_calculation",
"tests/test_evaluator.py::test_jsd_positive_when_different",
"tests/test_evaluator.py::test_jsd_zero_when_equal",
"tests/test_evaluator.py::test_ndcg_at_10_perfect",
"tests/test_evaluator.py::test_paired_bootstrap_clear_difference",
"tests/test_evaluator.py::test_paired_bootstrap_zero_difference",
"tests/test_evaluator.py::test_precision_recall_f1_basic",
"tests/test_evaluator.py::test_precision_recall_f1_imperfect",
"tests/test_losses.py::test_bce_matches_reference",
"tests/test_losses.py::test_combined_loss_decomposition",
"tests/test_losses.py::test_dc_positive_when_violated",
"tests/test_losses.py::test_dc_zero_when_satisfied",
"tests/test_losses.py::test_hc3_positive_when_violated",
"tests/test_losses.py::test_hc3_zero_when_satisfied",
"tests/test_miners.py::test_buffer_capacity",
"tests/test_miners.py::test_dcminer_invalid_L_raises",
"tests/test_miners.py::test_dcminer_invalid_gold_hop_raises",
"tests/test_miners.py::test_dcminer_reproducible_with_seed",
"tests/test_miners.py::test_dcminer_sample_wrong_hop_excludes_gold",
"tests/test_miners.py::test_miner_paper_invariants",
"tests/test_miners.py::test_miner_refresh_schedule",
"tests/test_miners.py::test_negative_mining_respects_k",
"tests/test_miners.py::test_negative_mining_same_anchor_different_label",
"tests/test_scorer.py::test_S3_per_hop_caching_correctness",
"tests/test_scorer.py::test_dbm_can_be_disabled",
"tests/test_scorer.py::test_depth_correction_shape",
"tests/test_scorer.py::test_hop_scorer_W_ctx_decomposition",
"tests/test_scorer.py::test_score_in_unit_interval",
"tests/test_smoke_pipeline.py::test_empty_kg_raises_value_error",
"tests/test_smoke_pipeline.py::test_kg_filters_low_frequency_relations",
"tests/test_smoke_pipeline.py::test_kg_has_consistent_indices",
"tests/test_smoke_pipeline.py::test_kg_loads_successfully",
"tests/test_smoke_pipeline.py::test_qa_records_load",
"tests/test_smoke_pipeline.py::test_smoke_data_seeds_are_in_kg"
] |