Upload Exit Lens AI router ONNX baseline

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ai-router/README.md +24 -0
ai-router/eval-prediction-metadata.json +12 -0
ai-router/eval-score.json +189 -0
ai-router/eval-score.txt +0 -0
ai-router/label-map.snapshot.json +68 -0
ai-router/manifest.json +90 -0
ai-router/model.onnx +3 -0
ai-router/training-config.json +27 -0
ai-router/training-metrics.json +204 -0
ai-router/vectorizer.json +0 -0
ai-router/vocab.json +0 -0

ai-router/README.md ADDED Viewed

	@@ -0,0 +1,24 @@

+---
+license: cc-by-nc-4.0
+library_name: onnx
+tags:
+  - onnx
+  - text-classification
+  - exit-lens
+  - ai-router
+---
+# Exit Lens AI Router
+This directory contains the lightweight Exit Lens AI top-router baseline.
+- Version: `2026-07-09-ai-router-tfidf-mlp-v1`
+- Format: ONNX
+- Architecture: TF-IDF + shallow multi-head MLP
+- Heads: route, urgency, domains, riskFrames
+- Validation route accuracy: 0.9244444370269775
+- Test route accuracy: 0.8849557638168335
+- Eval-only route accuracy: 0.7916666666666666
+The eval-only subtle boundary set is used only for prediction/scoring, not training.
+Runtime use must keep the existing rule/fragment safety floor and retrieval-patch guardrails active.

ai-router/eval-prediction-metadata.json ADDED Viewed

	@@ -0,0 +1,12 @@

+{
+  "schemaVersion": 1,
+  "evalOnlyInput": "data\\exit-lens\\ai-router\\evals\\exit_lens_ai_router_eval_subtle_boundaries_120.jsonl",
+  "output": "artifacts\\exit-lens-ai-router\\eval-predictions.jsonl",
+  "rows": 120,
+  "domainThreshold": 0.5,
+  "domainFallbackUsed": false,
+  "torchVersion": "2.5.1+cu121",
+  "cudaAvailable": true,
+  "cudaDevice": "NVIDIA GeForce RTX 3050",
+  "deviceUsed": "cuda"
+}

ai-router/eval-score.json ADDED Viewed

	@@ -0,0 +1,189 @@

+{
+  "gold": "data\\exit-lens\\ai-router\\evals\\exit_lens_ai_router_eval_subtle_boundaries_120.jsonl",
+  "predictions": "artifacts\\exit-lens-ai-router\\eval-predictions.jsonl",
+  "totalGold": 120,
+  "totalPredictions": 120,
+  "routeAccuracy": 0.7916666666666666,
+  "urgencyAccuracy": 0.625,
+  "domainExactAccuracy": 0.43333333333333335,
+  "missing": [],
+  "extra": [],
+  "perRoute": [
+    {
+      "route": "general_chat",
+      "gold": 16,
+      "predicted": 18,
+      "correct": 12,
+      "precision": 0.6666666666666666,
+      "recall": 0.75,
+      "f1": 0.7058823529411765
+    },
+    {
+      "route": "general_counseling",
+      "gold": 16,
+      "predicted": 17,
+      "correct": 14,
+      "precision": 0.8235294117647058,
+      "recall": 0.875,
+      "f1": 0.8484848484848485
+    },
+    {
+      "route": "archive_lookup",
+      "gold": 22,
+      "predicted": 11,
+      "correct": 11,
+      "precision": 1,
+      "recall": 0.5,
+      "f1": 0.6666666666666666
+    },
+    {
+      "route": "archive_counseling_hybrid",
+      "gold": 16,
+      "predicted": 21,
+      "correct": 14,
+      "precision": 0.6666666666666666,
+      "recall": 0.875,
+      "f1": 0.7567567567567567
+    },
+    {
+      "route": "safety_triage",
+      "gold": 14,
+      "predicted": 15,
+      "correct": 11,
+      "precision": 0.7333333333333333,
+      "recall": 0.7857142857142857,
+      "f1": 0.7586206896551724
+    },
+    {
+      "route": "source_intake_safety",
+      "gold": 18,
+      "predicted": 20,
+      "correct": 16,
+      "precision": 0.8,
+      "recall": 0.8888888888888888,
+      "f1": 0.8421052631578948
+    },
+    {
+      "route": "refusal_or_abuse",
+      "gold": 18,
+      "predicted": 18,
+      "correct": 17,
+      "precision": 0.9444444444444444,
+      "recall": 0.9444444444444444,
+      "f1": 0.9444444444444444
+    }
+  ],
+  "special": {
+    "missedSafety": [
+      {
+        "id": "AIR-EVAL-SUBTLE-A-0052",
+        "gold": "safety_triage",
+        "predicted": "archive_counseling_hybrid"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-A-0056",
+        "gold": "safety_triage",
+        "predicted": "general_chat"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-A-0060",
+        "gold": "safety_triage",
+        "predicted": "archive_counseling_hybrid"
+      }
+    ],
+    "falseSafety": [
+      {
+        "id": "AIR-EVAL-SUBTLE-A-0022",
+        "gold": "general_counseling",
+        "predicted": "safety_triage"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-B-0004",
+        "gold": "source_intake_safety",
+        "predicted": "safety_triage"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-B-0033",
+        "gold": "refusal_or_abuse",
+        "predicted": "safety_triage"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-B-0054",
+        "gold": "general_counseling",
+        "predicted": "safety_triage"
+      }
+    ],
+    "sourceRefusalConfusion": [
+      {
+        "id": "AIR-EVAL-SUBTLE-B-0013",
+        "gold": "source_intake_safety",
+        "predicted": "refusal_or_abuse"
+      }
+    ],
+    "archiveHybridConfusion": [
+      {
+        "id": "AIR-EVAL-SUBTLE-A-0031",
+        "gold": "archive_lookup",
+        "predicted": "archive_counseling_hybrid"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-B-0038",
+        "gold": "archive_lookup",
+        "predicted": "archive_counseling_hybrid"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-B-0042",
+        "gold": "archive_lookup",
+        "predicted": "archive_counseling_hybrid"
+      }
+    ],
+    "generalFalseSafety": [
+      {
+        "id": "AIR-EVAL-SUBTLE-A-0022",
+        "gold": "general_counseling",
+        "predicted": "safety_triage"
+      },
+      {
+        "id": "AIR-EVAL-SUBTLE-B-0054",
+        "gold": "general_counseling",
+        "predicted": "safety_triage"
+      }
+    ]
+  },
+  "confusion": {
+    "general_chat": {
+      "general_chat": 12,
+      "archive_counseling_hybrid": 2,
+      "source_intake_safety": 2
+    },
+    "general_counseling": {
+      "general_counseling": 14,
+      "safety_triage": 2
+    },
+    "archive_lookup": {
+      "archive_lookup": 11,
+      "general_chat": 5,
+      "archive_counseling_hybrid": 3,
+      "general_counseling": 1,
+      "source_intake_safety": 2
+    },
+    "archive_counseling_hybrid": {
+      "archive_counseling_hybrid": 14,
+      "general_counseling": 2
+    },
+    "safety_triage": {
+      "safety_triage": 11,
+      "archive_counseling_hybrid": 2,
+      "general_chat": 1
+    },
+    "source_intake_safety": {
+      "source_intake_safety": 16,
+      "safety_triage": 1,
+      "refusal_or_abuse": 1
+    },
+    "refusal_or_abuse": {
+      "refusal_or_abuse": 17,
+      "safety_triage": 1
+    }
+  }
+}

ai-router/eval-score.txt ADDED Viewed

Binary file (3.56 kB). View file

ai-router/label-map.snapshot.json ADDED Viewed

	@@ -0,0 +1,68 @@

+{
+  "schemaVersion": 1,
+  "routes": [
+    "general_chat",
+    "general_counseling",
+    "archive_lookup",
+    "archive_counseling_hybrid",
+    "safety_triage",
+    "source_intake_safety",
+    "refusal_or_abuse"
+  ],
+  "domains": [
+    "general_chat",
+    "general_counseling",
+    "group_info",
+    "coercive_control",
+    "recruiting_or_deceptive_access",
+    "money_or_fraud",
+    "privacy_or_identity",
+    "unknown_substance",
+    "sexual_boundary",
+    "sexual_violence",
+    "self_harm_or_suicide",
+    "violence_or_retaliation",
+    "public_harm_instruction",
+    "source_or_report_request",
+    "defamation_or_unverified",
+    "hate_or_discrimination",
+    "prompt_injection"
+  ],
+  "urgencies": [
+    "none",
+    "low",
+    "medium",
+    "high",
+    "critical"
+  ],
+  "riskFrames": [
+    "life_safety",
+    "farewell_or_final_arrangement",
+    "physical_confinement",
+    "communication_control",
+    "money_asset_transfer",
+    "loan_or_credit_pressure",
+    "identity_document_request",
+    "account_or_auth_request",
+    "substance_ingestion",
+    "unknown_substance_symptom",
+    "body_boundary",
+    "sexualized_spiritual_coercion",
+    "deceptive_recruiting",
+    "spiritual_threat_or_curse",
+    "information_control",
+    "family_or_friend_isolation",
+    "public_harm_instruction",
+    "explosive_or_fire_harm",
+    "archive_evidence_submission",
+    "doxxing_or_retaliation",
+    "group_dissonance"
+  ],
+  "stateTransitions": [
+    "keep_active",
+    "weaken",
+    "escalate",
+    "ask_safety_confirmation",
+    "clear"
+  ]
+}

ai-router/manifest.json ADDED Viewed

	@@ -0,0 +1,90 @@

+{
+  "schemaVersion": 1,
+  "modelFamily": "exit-lens-ai-router",
+  "modelKind": "tfidf_mlp_multihead",
+  "version": "2026-07-09-ai-router-tfidf-mlp-v1",
+  "provider": "huggingface",
+  "repo": "saibiindex/exitlens",
+  "repoId": "saibiindex/exitlens",
+  "revision": "main",
+  "format": "onnx",
+  "runtimeStatus": "candidate-browser-artifact",
+  "browserReady": true,
+  "modelUrl": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/model.onnx",
+  "vectorizerUrl": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/vectorizer.json",
+  "vocabUrl": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/vocab.json",
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+  "trainingConfigUrl": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/training-config.json",
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+    "vectorizer": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/vectorizer.json",
+    "vocab": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/vocab.json",
+    "labelMap": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/label-map.snapshot.json",
+    "trainingConfig": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/training-config.json",
+    "trainingMetrics": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/training-metrics.json",
+    "evalScoreJson": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/eval-score.json",
+    "evalScoreText": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/eval-score.txt",
+    "evalPredictionMetadata": "https://huggingface.co/saibiindex/exitlens/resolve/main/ai-router/eval-prediction-metadata.json"
+  },
+  "input": {
+    "name": "input",
+    "dimension": 8000,
+    "featureKind": "char_word_ngram_tfidf",
+    "normalization": "l2",
+    "charNgrams": [
+      2,
+      3,
+      4,
+      5
+    ],
+    "wordNgrams": [
+      1,
+      2
+    ]
+  },
+  "outputs": {
+    "route": "route_logits",
+    "urgency": "urgency_logits",
+    "domains": "domains_logits",
+    "riskFrames": "riskFrames_logits"
+  },
+  "heads": [
+    "route",
+    "urgency",
+    "domains",
+    "riskFrames"
+  ],
+  "calibrationVersion": "ai-router-calibration-v4-baseline",
+  "metrics": {
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+    "evalRouteAccuracy": 0.7916666666666666,
+    "evalUrgencyAccuracy": 0.625,
+    "evalDomainExactAccuracy": 0.43333333333333335
+  },
+  "fallback": {
+    "onLoadFailure": "rule_fragment_engine",
+    "onLowConfidence": "rule_fragment_engine"
+  },
+  "notes": [
+    "This is the first lightweight Exit Lens AI top-router baseline.",
+    "Inputs are client-side TF-IDF vectors produced from vectorizer.json.",
+    "The model owns route, urgency, domains, and riskFrames heads.",
+    "SafetyGate, MinimalSafetyInvariant, retrieval patches, and the rule/fragment engine remain active fallback floors."
+  ]
+}

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+      "validationUrgencyAccuracy": 0.8222222328186035,
+      "validationDomainExactMatch": 0.5377777814865112
+    },
+    {
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+      "validationRouteAccuracy": 0.9066666960716248,
+      "validationUrgencyAccuracy": 0.8177777528762817,
+      "validationDomainExactMatch": 0.5244444608688354
+    },
+    {
+      "epoch": 24.0,
+      "trainLoss": 0.0421737050811381,
+      "validationRouteAccuracy": 0.897777795791626,
+      "validationUrgencyAccuracy": 0.8266666531562805,
+      "validationDomainExactMatch": 0.5377777814865112
+    }
+  ],
+  "splits": {
+    "train": {
+      "rows": 1447,
+      "routeAccuracy": 1.0,
+      "urgencyAccuracy": 0.9993089437484741,
+      "domainExactMatch": 0.8507256507873535,
+      "riskFrameExactMatch": 0.6309605836868286
+    },
+    "validation": {
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+      "routeAccuracy": 0.9244444370269775,
+      "urgencyAccuracy": 0.8177777528762817,
+      "domainExactMatch": 0.47111111879348755,
+      "riskFrameExactMatch": 0.46666666865348816
+    },
+    "test": {
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+      "routeAccuracy": 0.8849557638168335,
+      "urgencyAccuracy": 0.747787594795227,
+      "domainExactMatch": 0.48672565817832947,
+      "riskFrameExactMatch": 0.5619469285011292
+    }
+  },
+  "evalOnlyDataUsedForTraining": false
+}

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