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model_card.json 3.2 KB 69 lines json

1{2  "id": "qwen2.5-1.5b-htr",3  "name": "Qwen2.5-1.5B-HTR",4  "family": "hf-causal",5  "version": "0.1.0",6  "n_params": 1543714304,7  "base_model": "Qwen/Qwen2.5-1.5B",8  "licence": "Apache-2.0 base model (Alibaba Qwen); fine-tuned weights for non-commercial research use (training pairs include CC BY-NC sources)",9  "default": true,10  "speed_hint": "≈2 s per paragraph, ≈8 s for 3 000 characters (greedy, Apple GPU)",11  "max_new_tokens": 768,12  "metrics": {13    "reference": "Differences in chrF++ versus the identity baseline (B0: return the input unchanged) on the Medium Haiku rewrite→original pairs; test = document-safe test split, held-out domain/period = generalisation splits of the paper. Exploratory unless marked confirmatory. Number recall and placeholder exactness are preservation rates on the test split; Pangram = share of reconstructions the Pangram classifier labels Human (54 passages).",14    "val_chrf_delta": 2.19,15    "val_chrf_pm": 0.12,16    "test_chrf_delta": 1.97,17    "test_chrf_pm": 0.06,18    "test_confirmatory": false,19    "heldout_domain_chrf_delta": 1.78,20    "heldout_domain_pm": 0.13,21    "heldout_period_chrf_delta": 1.3,22    "heldout_period_pm": 0.14,23    "number_recall": 0.997,24    "placeholders_exact": 0.998,25    "pangram_human": 48,26    "pangram_n": 54,27    "pangram_mixed": 6,28    "pangram": {29      "detector": "Pangram 4.1",30      "date": "2026-11-10",31      "n": 54,32      "human_share": 0.8889,33      "flagged_share": 0.1111,34      "mean_ai_likelihood": 0.0322,35      "mean_ai_likelihood_ci": [36        0.0106,37        0.055738      ],39      "labels": {40        "human": 48,41        "mixed": 6,42        "ai": 043      },44      "reference": {45        "originals": {46          "human_share": 1.0,47          "flagged_share": 0.0,48          "mean_ai_likelihood": 0.049        },50        "rewrites": {51          "human_share": 0.537,52          "flagged_share": 0.463,53          "mean_ai_likelihood": 0.187554        }55      },56      "source": "artifacts/metrics/pangram_test_qwen/pangram_summary.md (system LLM_qwen2.5-1.5b; flagged = labelled Mixed or AI; mean = word-weighted ai_assistance_score, 95 % document-clustered bootstrap CI)",57      "note": "This measures one commercial detector's behaviour on a 54-passage sample. A low AI-likelihood is not evidence of human authorship, and HTR must not be used to evade AI-text detection or for integrity decisions."58    }59  },60  "notes": [61    "Pretrained backbone: its pretraining corpus may contain pre-2018 scientific text; memorisation controls cover only the HTR training pairs (see the paper's threats-to-validity section).",62    "Default model of this server: best exploratory test gain of the four, highest number and placeholder preservation; 6 of 54 Pangram labels are Mixed rather than Human.",63    "System LLM_qwen2.5-1.5B of the paper (supervised fine-tuning, loss on the original only)."64  ],65  "trained_on": "Fine-tuned on the same 72 698 validated Haiku rewrite → original pairs (Medium stage of WP-AI-0002, same document-safe splits), context given as a text prefix; placeholders spelled [[C1]] for the pretrained tokenizer.",66  "exported_at": "2026-11-10",67  "hf_repo": "spboucher04/qwen2.5-1.5b-htr",68  "hf_url": "https://huggingface.co/spboucher04/qwen2.5-1.5b-htr"69}
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