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README.md

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+---
+license: apache-2.0
+base_model: convaiinnovations/laya
+library_name: onnxruntime
+pipeline_tag: text-classification
+tags: [typed-decisions, laya, modernbert, fiction, character-traits]
+---
+
+# DeepQuill trait verifier
+
+A fine-tune of [Laya](https://huggingface.co/convaiinnovations/laya) (ModernBERT-large encoder plus a typed-decision head). [DeepQuill](https://deepquill.app) uses it to check character-trait claims that its local extractor pulls from fiction.
+
+For each claim (a target character, `field = value`, the quote, and the passage), the model answers four yes/no questions:
+
+- **aboutTarget**: is it about that character?
+- **lasting**: a lasting attribute, not a momentary state?
+- **literal**: literal, not figurative?
+- **asserted**: asserted by the narration?
+
+The claim is kept when all four pass.
+
+## Files
+
+- `model.w8.onnx`: weight-only 8-bit (MatMulNBits). Activations run in fp32, so a claim's result doesn't depend on what it's batched with.
+- `tokenizer.json`
+- `verifier_config.json`: the exact question texts, sequence limits and calibration temperature.
+
+## Training data
+
+Everything the model was trained on is public:
+
+- 3,760 labelled claims from real extractor output over US-public-domain novels from 1894–1930 (Project Gutenberg).
+- Synthetic contemporary passages written for this purpose.
+
+The model was never trained on user manuscripts.
+
+## Evaluation
+
+The model was scored on held-out sets that share no books or characters with the training data. Metric: keep-F1.
+
+| Test set | This model | Qwen3-4B LLM verifier | No verifier |
+|---|---|---|---|
+| 1920s public-domain claims (524) | 0.75 | 0.32 | 0.45 |
+| Contemporary manuscript claims (157) | 0.88 | 0.24 | 0.45 |

model.w8.onnx

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+oid sha256:b805413395dbfa1c204eb5b542a5c658c5e249ac4ca70b63edc2714d7c4aed32
+size 599059203

verifier_config.json

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+{
+  "schema": "deepquill-laya-verifier-v1",
+  "checks": [
+    "aboutTarget",
+    "lasting",
+    "literal",
+    "asserted"
+  ],
+  "physical_fields": [
+    "age",
+    "build",
+    "distinguishingFeatures",
+    "eyeColor",
+    "hairColor",
+    "hairStyle",
+    "height",
+    "skinTone"
+  ],
+  "questions": {
+    "physical": {
+      "aboutTarget": {
+        "ins": "The quote describes the TARGET character themselves.",
+        "true": "it is about the TARGET (pronouns resolved by the passage)",
+        "false": "it is about someone else, a portrait, or a nearby object"
+      },
+      "lasting": {
+        "ins": "The claim is a lasting attribute of the TARGET's body.",
+        "true": "a lasting body attribute: build, height, age, eye or hair colour, a scar, a habitual complexion",
+        "false": "a momentary state (a flush, pallor from shock, an expression, hair wet or tumbled), clothing or props, or a skill, habit or disposition"
+      },
+      "literal": {
+        "ins": "The claim is a literal description.",
+        "true": "literal, including conventional descriptive idioms",
+        "false": "a metaphor, simile or figure of speech carries it"
+      },
+      "asserted": {
+        "ins": "The narration asserts the claim as fact.",
+        "true": "narrated as fact",
+        "false": "negated, hedged, hypothetical, imagined, hearsay, or only said in dialogue"
+      }
+    },
+    "disposition": {
+      "aboutTarget": {
+        "ins": "The quote describes the TARGET character themselves.",
+        "true": "it is about the TARGET (pronouns resolved by the passage)",
+        "false": "it is about someone else, a portrait, or a nearby object"
+      },
+      "lasting": {
+        "ins": "The claim is a disposition or want of the TARGET that persists beyond this scene.",
+        "true": "a lasting trait, goal or flaw",
+        "false": "a passing intention, feeling or single act"
+      },
+      "literal": {
+        "ins": "The claim is a literal description.",
+        "true": "literal, including conventional descriptive idioms",
+        "false": "a metaphor, simile or figure of speech carries it"
+      },
+      "asserted": {
+        "ins": "The narration asserts the claim as fact.",
+        "true": "narrated as fact",
+        "false": "negated, hedged, hypothetical, imagined, hearsay, or only said in dialogue"
+      }
+    }
+  },
+  "noul_labels": {
+    "false": "false",
+    "true": "true"
+  },
+  "state_keys": [
+    "target",
+    "claim",
+    "quote",
+    "passage"
+  ],
+  "max_len": 512,
+  "head_max_len": 192,
+  "option_max_tokens": 48,
+  "temperature": 1.2899174690246582,
+  "threshold": 0.5,
+  "inputs": [
+    "input_ids",
+    "attention_mask",
+    "marker_pos",
+    "marker_mask",
+    "qtype"
+  ],
+  "output": "logits"
+}