bhdai-20261111: new production version

README.md

@@ -20,11 +20,11 @@ model-index:
       split: "test"
     metrics:
     - type: "recall"
-      value: 0.6703
+      value: 0.6908
       name: "Same-event pairs passed at threshold 0.1"
       verified: false
     - type: "false_positive_rate"
-      value: 0.0239
+      value: 0.0261
       name: "Hard negatives wrongly passed at threshold 0.1"
       verified: false
     - type: "false_positive_rate"
@@ -42,11 +42,11 @@ larger model. It is retrained every night and replaces the production version on
 
 | | |
 |---|---|
-| Version | `bhdai-20261110-adet120k` |
-| Trained | 2026-11-10 |
+| Version | `bhdai-20261111` |
+| Trained | 2026-11-11 |
 | Method | logistic regression on 10 deterministic overlap features (`kos_baslik`, `kos_baslik_tum`, `kos_tum`, `ozel_oran`, `ozel_az`, `kaynak_baslik_kapsam`, `metin_baslik_dayanak`, `sayi_oran`, `sayi_yok`, `uzunluk_orani`) |
-| Training data | 120,000 stories, 300,058 pairs (window 21 days, C 1.0) |
-| Replaced | `bhdai-20261105` |
+| Training data | 120,000 stories, 300,067 pairs (window 21 days, C 1.0) |
+| Replaced | `bhdai-20261110-adet120k` |
 
 ## Exam (the metrics the nightly gate uses)
 
@@ -56,12 +56,12 @@ the same category and day, the typical small-model mistake (lower is better).
 
 | Threshold | Same-event passed | Hard negative passed | Random negative passed | Previous: same-event | Previous: hard negative |
 |---|---|---|---|---|---|
-| 0.05 | 0.478 | 0.011 | 0.000 | 0.493 | 0.012 |
-| 0.1 (production) | 0.670 | 0.024 | 0.000 | 0.685 | 0.026 |
-| 0.2 | 0.830 | 0.046 | 0.000 | 0.837 | 0.048 |
-| 0.3 | 0.896 | 0.064 | 0.000 | 0.900 | 0.065 |
+| 0.05 | 0.516 | 0.013 | 0.000 | 0.512 | 0.012 |
+| 0.1 (production) | 0.691 | 0.026 | 0.000 | 0.689 | 0.026 |
+| 0.2 | 0.830 | 0.046 | 0.000 | 0.829 | 0.046 |
+| 0.3 | 0.892 | 0.065 | 0.000 | 0.892 | 0.064 |
 
-Gate decision: **promoted** — at threshold 0.1: same-event pairs passed without a call 67.0% (was 68.5%), hard negatives wrongly passed 2.39% (was 2.60%).
+Gate decision: **promoted** — at threshold 0.1: same-event pairs passed without a call 69.1% (was 68.9%), hard negatives wrongly passed 2.61% (was 2.61%).
 
 ## Usage (Türkçe örnek)
 
@@ -95,6 +95,7 @@ Files: `agirlik.npz` (weights and feature scaling), `sozluk.json` (vocabulary),
 
 ## Changelog
 
+- **2026-11-11** `bhdai-20261111`: at threshold 0.1: same-event pairs passed without a call 69.1% (was 68.9%), hard negatives wrongly passed 2.61% (was 2.61%)
 - **2026-11-10** `bhdai-20261110-adet120k`: at threshold 0.1: same-event pairs passed without a call 67.0% (was 68.5%), hard negatives wrongly passed 2.39% (was 2.60%)
 - **2026-11-05** `bhdai-20261105`: at threshold 0.1: same-event pairs passed without a call 67.0% (was 67.9%), hard negatives wrongly passed 2.59% (was 2.73%)
 - **2026-11-04** `bhdai-20261104`: at threshold 0.1: same-event pairs passed without a call 70.0% (was 69.5%), hard negatives wrongly passed 2.69% (was 2.69%)

agirlik.npz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6b31e8e7d37b01eaaf0a4d982c2877e3369fc5ee007e255f167127163fb5076c
-size 241843
+oid sha256:fad75f85feff456acbd2d5da7dd056eb798162ff8c60f096178ef174d9f67f8f
+size 241598

bilgi.json

@@ -1,5 +1,5 @@
 {
- "surum": "bhdai-20261110-adet120k",
+ "surum": "bhdai-20261111",
  "ozellikler": [
   "kos_baslik",
   "kos_baslik_tum",
@@ -12,67 +12,67 @@
   "sayi_yok",
   "uzunluk_orani"
  ],
- "tarih": "2026-11-10T23:21:45",
+ "tarih": "2026-11-11T23:54:04",
  "egitim_haber": 120000,
- "egitim_cift": 300058,
+ "egitim_cift": 300067,
  "sinav": {
   "gun": 2,
   "haber": 6710,
   "esikler": {
    "0.02": {
-    "olumlu": 0.2477,
-    "zor": 0.0033,
+    "olumlu": 0.2782,
+    "zor": 0.0022,
     "rastgele": 0.0
    },
    "0.05": {
-    "olumlu": 0.4784,
-    "zor": 0.0106,
+    "olumlu": 0.5156,
+    "zor": 0.0127,
     "rastgele": 0.0
    },
    "0.1": {
-    "olumlu": 0.6703,
-    "zor": 0.0239,
+    "olumlu": 0.6908,
+    "zor": 0.0261,
     "rastgele": 0.0
    },
    "0.15": {
-    "olumlu": 0.7689,
-    "zor": 0.0355,
+    "olumlu": 0.7753,
+    "zor": 0.0375,
     "rastgele": 0.0
    },
    "0.2": {
-    "olumlu": 0.8301,
-    "zor": 0.046,
+    "olumlu": 0.8297,
+    "zor": 0.0457,
     "rastgele": 0.0
    },
    "0.3": {
-    "olumlu": 0.8958,
-    "zor": 0.0636,
+    "olumlu": 0.892,
+    "zor": 0.0649,
     "rastgele": 0.0
    },
    "0.4": {
     "olumlu": 0.9282,
-    "zor": 0.0794,
-    "rastgele": 0.0003
+    "zor": 0.0785,
+    "rastgele": 0.0
    },
    "0.5": {
-    "olumlu": 0.9517,
-    "zor": 0.0961,
-    "rastgele": 0.0003
+    "olumlu": 0.9472,
+    "zor": 0.0949,
+    "rastgele": 0.0
    }
   },
   "onerilen_esik": 0.05
  },
  "katsayilar": {
-  "kos_baslik": -0.885,
-  "kos_baslik_tum": 0.2914,
-  "kos_tum": -1.3992,
-  "ozel_oran": -1.7424,
-  "ozel_az": -0.0075,
-  "kaynak_baslik_kapsam": -0.2911,
-  "metin_baslik_dayanak": 0.122,
-  "sayi_oran": -2.0421,
-  "sayi_yok": 0.0421,
-  "uzunluk_orani": -0.4845
+  "kos_baslik": -0.9058,
+  "kos_baslik_tum": 0.2912,
+  "kos_tum": -1.3972,
+  "ozel_oran": -1.7269,
+  "ozel_az": -0.01,
+  "kaynak_baslik_kapsam": -0.3062,
+  "metin_baslik_dayanak": 0.1304,
+  "sayi_oran": -2.0303,
+  "sayi_yok": 0.0448,
+  "uzunluk_orani": -0.4858
  },
  "ayar": {
   "gun": 21,
@@ -80,51 +80,51 @@
   "c": 1.0
  },
  "karsilastirma": {
-  "canli": "bhdai-20261105",
+  "canli": "bhdai-20261110-adet120k",
   "esik": 0.1,
   "canli_esikler": {
    "0.02": {
-    "olumlu": 0.2548,
-    "zor": 0.0031,
+    "olumlu": 0.277,
+    "zor": 0.0024,
     "rastgele": 0.0
    },
    "0.05": {
-    "olumlu": 0.4933,
+    "olumlu": 0.5125,
     "zor": 0.0124,
     "rastgele": 0.0
    },
    "0.1": {
-    "olumlu": 0.6848,
-    "zor": 0.026,
+    "olumlu": 0.6887,
+    "zor": 0.0261,
     "rastgele": 0.0
    },
    "0.15": {
-    "olumlu": 0.7812,
-    "zor": 0.0378,
+    "olumlu": 0.7779,
+    "zor": 0.037,
     "rastgele": 0.0
    },
    "0.2": {
-    "olumlu": 0.8371,
-    "zor": 0.0481,
+    "olumlu": 0.8292,
+    "zor": 0.0457,
     "rastgele": 0.0
    },
    "0.3": {
-    "olumlu": 0.9003,
-    "zor": 0.0651,
+    "olumlu": 0.8924,
+    "zor": 0.0639,
     "rastgele": 0.0
    },
    "0.4": {
-    "olumlu": 0.9303,
-    "zor": 0.0818,
-    "rastgele": 0.0003
+    "olumlu": 0.927,
+    "zor": 0.0777,
+    "rastgele": 0.0
    },
    "0.5": {
-    "olumlu": 0.9513,
-    "zor": 0.097,
-    "rastgele": 0.0003
+    "olumlu": 0.9462,
+    "zor": 0.0942,
+    "rastgele": 0.0
    }
   },
   "karar": "yayina",
-  "neden": "eşik 0.1: çağrısız geçen %68.5→%67.0, yanlış geçen zor %2.60→%2.39 (6710 sınav haberi)"
+  "neden": "eşik 0.1: çağrısız geçen %68.9→%69.1, yanlış geçen zor %2.61→%2.61 (6710 sınav haberi)"
  }
 }