{ "schema_version": 1, "model": "Reflex-1", "repository": "gai-labs/reflex-1", "weights_sha256": "a06bd46ca119b88404f23b6588aa3dcd73aa90e0c51e4f931cd9c56a137acdda", "training": { "method": "full", "round": 8, "step": 2000, "trainable_parameters": 420778370 }, "classification": [ { "task": "ag_news", "name": "AG News", "dataset": "fancyzhx/ag_news", "source_split": "test", "attempted": 500, "correct": 465, "accuracy": 0.93, "truncated": 0 }, { "task": "sst5", "name": "SST-5", "dataset": "SetFit/sst5", "source_split": "test", "attempted": 500, "correct": 299, "accuracy": 0.598, "truncated": 0 }, { "task": "emotion", "name": "Emotion", "dataset": "dair-ai/emotion", "source_split": "validation", "attempted": 500, "correct": 458, "accuracy": 0.916, "truncated": 0 }, { "task": "banking77", "name": "Banking77", "dataset": "mteb/banking77", "source_split": "test", "attempted": 495, "correct": 460, "accuracy": 0.9292929292929293, "truncated": 0 }, { "task": "boolq", "name": "BoolQ", "dataset": "google/boolq", "source_split": "validation", "attempted": 202, "correct": 171, "accuracy": 0.8465346534653465, "truncated": 1 }, { "task": "mnli", "name": "MNLI", "dataset": "nyu-mll/multi_nli", "source_split": "validation_matched", "attempted": 500, "correct": 436, "accuracy": 0.872, "truncated": 0 }, { "task": "race", "name": "RACE", "dataset": "ehovy/race", "source_split": "validation", "attempted": 500, "correct": 287, "accuracy": 0.574, "truncated": 26 }, { "task": "sciq", "name": "SciQ", "dataset": "allenai/sciq", "source_split": "validation", "attempted": 128, "correct": 123, "accuracy": 0.9609375, "truncated": 0 } ], "classification_protocol": { "scope": "Reserved evaluation subsets from task families represented in training; not full official benchmark splits.", "precision": "float32", "device": "NVIDIA H200", "batch_size": 8, "max_state_tokens": 512, "max_request_tokens": 2048, "selected_before_final_predictions": true }, "additional_decision_results": [ { "cohort": "fresh_sciq_permutation", "task": "sciq", "metric": "accuracy_all_attempts", "value": 0.9609375, "attempted": 128, "truncated": 0, "errors": 0 }, { "cohort": "fresh_glaive", "task": "glaive_reserved_tool_routing", "metric": "accuracy_all_attempts", "value": 0.9875, "attempted": 80, "truncated": 0, "errors": 0 }, { "cohort": "fresh_decisions", "task": "decision-contractnli", "metric": "accuracy_all_attempts", "value": 0.7613307618129219, "attempted": 2074, "truncated": 221, "errors": 0 }, { "cohort": "fresh_decisions", "task": "decision-helpsteer2-correctness", "metric": "expected_score_mae", "value": 0.7760053580196521, "attempted": 1034, "truncated": 0, "errors": 0 }, { "cohort": "fresh_decisions", "task": "decision-helpsteer2-preference", "metric": "expected_score_mae", "value": 1.2689631955637537, "attempted": 446, "truncated": 0, "errors": 0 }, { "cohort": "fresh_decisions", "task": "decision-sharc-action", "metric": "accuracy_all_attempts", "value": 0.6323102948284195, "attempted": 8276, "truncated": 0, "errors": 0 }, { "cohort": "historical_typed", "task": "agent_trace_observability", "metric": "accuracy_all_attempts", "value": 0.738, "attempted": 500, "truncated": 0, "errors": 0 }, { "cohort": "historical_typed", "task": "customer_service", "metric": "accuracy_all_attempts", "value": 0.738, "attempted": 500, "truncated": 0, "errors": 0 }, { "cohort": "historical_typed", "task": "invoice_processing", "metric": "accuracy_all_attempts", "value": 0.8, "attempted": 500, "truncated": 0, "errors": 0 }, { "cohort": "historical_typed", "task": "security_incidents", "metric": "accuracy_all_attempts", "value": 0.712, "attempted": 500, "truncated": 0, "errors": 0 }, { "cohort": "historical_clinc_clean", "task": "clinc150_oos", "metric": "accuracy_all_attempts", "value": 0.8340757238307349, "attempted": 4490, "truncated": 0, "errors": 0 }, { "cohort": "historical_clinc_full", "task": "clinc150_oos", "metric": "accuracy_all_attempts", "value": 0.8378181818181818, "attempted": 5500, "truncated": 0, "errors": 0 }, { "cohort": "historical_hermes", "task": "hermes_tool_routing", "metric": "accuracy_all_attempts", "value": 0.8160919540229885, "attempted": 87, "truncated": 0, "errors": 0 } ], "additional_decision_scope": "Fresh and historical cohorts are distinguished by cohort name. Common-choice adaptations; some cohorts use 1024 state / 4096 request tokens in the evaluation runtime, exceeding the default Hub interface budget. Not official end-to-end benchmark scores.", "native_browser": { "environment": "MiniWoB++ in Chromium", "success": 21, "attempted": 30, "errors": 0, "scope": "Frozen controller and 30 reserved episodes; not the full MiniWoB++ suite." }, "native_dino": { "environment": "Chromium offline runner", "attempted": 16, "errors": 0, "success": 0, "mean_primary": 364.75, "mean_survival_seconds": 29.871996006957488, "scope": "16 unseeded native attempts with a 60-second survival target." }, "public_jevbench": { "attempted": 231, "labelled": 231, "valid": 231, "strict_valid": 231, "renormalized": 0, "correct": 117, "accuracy_labelled": 0.5064935064935064, "state_truncated": 37, "backend_errors": 0, "official_benchmark_score": false, "scope": "Previously inspected public 231-item diagnostic, adapted to candidate scoring; excluded from training and checkpoint selection." }, "cpu": { "hardware": "Intel Xeon Platinum 8558", "precision": "float32", "batch_size": 1, "scope": "Historical 120-input latency replay; two fresh processes per condition, interleaved with the previous checkpoint in ABBA order; 480 calls per thread condition. Tokenization and predict included; load and warmup excluded; cross-request caches disabled; shared host.", "memory_scope": "Peak whole-process RSS including imports, model loading, warmup and inference.", "conditions": { "1": { "intra_op_threads": 1, "inter_op_threads": 1, "blas_limit": 1, "timed_calls": 480, "unique_cases": 120, "peak_rss_bytes": 2332307456, "os_threads_observed_during_scoring": { "min": 2, "max": 2 }, "threads_with_observed_cpu_activity": [ { "min_per_request": 1, "peak_per_request": 1, "distinct_threads": 1 }, { "min_per_request": 1, "peak_per_request": 1, "distinct_threads": 1 } ], "tasks": { "ag_news": { "calls": 96, "median_ms": 1209.6750645, "p95_ms": 1385.0021889999998 }, "sst5": { "calls": 96, "median_ms": 973.6049575, "p95_ms": 1160.302423 }, "emotion": { "calls": 96, "median_ms": 956.856571, "p95_ms": 1165.7823429999999 }, "banking77": { "calls": 96, "median_ms": 1101.7479065, "p95_ms": 1276.865664 }, "boolq": { "calls": 96, "median_ms": 1600.8008725, "p95_ms": 2710.55801625 } } }, "4": { "intra_op_threads": 4, "inter_op_threads": 1, "blas_limit": 4, "timed_calls": 480, "unique_cases": 120, "peak_rss_bytes": 2331201536, "os_threads_observed_during_scoring": { "min": 11, "max": 11 }, "threads_with_observed_cpu_activity": [ { "min_per_request": 4, "peak_per_request": 4, "distinct_threads": 4 }, { "min_per_request": 4, "peak_per_request": 4, "distinct_threads": 4 } ], "tasks": { "ag_news": { "calls": 96, "median_ms": 389.4811355, "p95_ms": 480.36708525 }, "sst5": { "calls": 96, "median_ms": 320.6325725, "p95_ms": 404.241721 }, "emotion": { "calls": 96, "median_ms": 318.763468, "p95_ms": 391.02955475 }, "banking77": { "calls": 96, "median_ms": 375.223626, "p95_ms": 452.067269 }, "boolq": { "calls": 96, "median_ms": 486.721985, "p95_ms": 782.209749 } } } } }, "validation": { "development_regression_gate_passed": false, "full_suite_complete": false, "measured_tradeoffs": [ { "task": "BoolQ", "previous": 0.8613861386138614, "current": 0.8465346534653465, "attempted": 202 }, { "task": "RACE", "previous": 0.578, "current": 0.574, "attempted": 500 }, { "task": "Public JevBench diagnostic", "previous": 0.5281385281385281, "current": 0.5064935064935064, "attempted": 231 } ], "incomplete_panels": [ "Python Dino and ViZDoom final runs returned execution errors.", "Historical WebGym final evidence is incomplete." ], "release_basis": "Latest completed full-parameter fine-tune, published with the measured trade-offs and incomplete evaluation coverage disclosed." }, "source_reports_sha256": { "decision_and_resource_summary": "9e9d064cd80b82d29bb9d2b7fc24588c755a692ff55f12269dcf40a8bd7e3f05", "threads1-arm1-candidate": "308ed38935701f03c4f746d206af41ddefc6a065a78d5c360860cbcb2ef302ad", "threads1-arm2-candidate": "b74c5a5bdc665e9fdca13a5c739d8870a7f75da88fc8dab9945dcfeeed20906a", "threads4-arm1-candidate": "772a89f2c192751a0006f017272f70728ee42ccbb3c6a5d048c81eca9322464a", "threads4-arm2-candidate": "6f16018f8cd1dc6adbbf8b9f9779ad2669a79699c2a7ea51f33e32b05e72a5d1" } }