bhdai-20261112-c03: new production version
Browse files- README.md +13 -12
- agirlik.npz +2 -2
- bilgi.json +55 -55
- sozluk.json +0 -0
README.md
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@@ -20,11 +20,11 @@ model-index:
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split: "test"
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metrics:
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- type: "recall"
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-
value: 0.
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name: "Same-event pairs passed at threshold 0.1"
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verified: false
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- type: "false_positive_rate"
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value: 0.
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name: "Hard negatives wrongly passed at threshold 0.1"
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verified: false
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- type: "false_positive_rate"
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@@ -42,26 +42,26 @@ larger model. It is retrained every night and replaces the production version on
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|---|---|
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-
| Version | `bhdai-
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| Trained | 2026-11-
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| 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`) |
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| Training data | 120,000 stories, 300,
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| Replaced | `bhdai-
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## Exam (the metrics the nightly gate uses)
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-
Last 2 days,
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(source, story) pairs that pass without a call (higher is better). *Hard negative*: a story about a different event from
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the same category and day, the typical small-model mistake (lower is better).
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| Threshold | Same-event passed | Hard negative passed | Random negative passed | Previous: same-event | Previous: hard negative |
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|---|---|---|---|---|---|
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| 0.05 | 0.
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-
| 0.1 (production) | 0.
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| 0.2 | 0.
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| 0.3 | 0.
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Gate decision: **promoted** — at threshold 0.1: same-event pairs passed without a call 69.
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## Usage (Türkçe örnek)
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@@ -95,6 +95,7 @@ Files: `agirlik.npz` (weights and feature scaling), `sozluk.json` (vocabulary),
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## Changelog
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- **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%)
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- **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%)
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- **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%)
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split: "test"
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metrics:
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- type: "recall"
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value: 0.6918
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name: "Same-event pairs passed at threshold 0.1"
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verified: false
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- type: "false_positive_rate"
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value: 0.0314
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name: "Hard negatives wrongly passed at threshold 0.1"
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verified: false
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- type: "false_positive_rate"
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| | |
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|---|---|
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+
| Version | `bhdai-20261112-c03` |
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| Trained | 2026-11-12 |
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| 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`) |
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| Training data | 120,000 stories, 300,064 pairs (window 21 days, C 0.3) |
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| Replaced | `bhdai-20261111` |
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## Exam (the metrics the nightly gate uses)
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+
Last 2 days, 7,096 held-out stories. *Same-event passed*: share of correct
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(source, story) pairs that pass without a call (higher is better). *Hard negative*: a story about a different event from
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the same category and day, the typical small-model mistake (lower is better).
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| Threshold | Same-event passed | Hard negative passed | Random negative passed | Previous: same-event | Previous: hard negative |
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|---|---|---|---|---|---|
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| 0.05 | 0.509 | 0.013 | 0.000 | 0.514 | 0.013 |
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| 0.1 (production) | 0.692 | 0.031 | 0.000 | 0.697 | 0.032 |
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| 0.2 | 0.838 | 0.059 | 0.000 | 0.842 | 0.061 |
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| 0.3 | 0.898 | 0.080 | 0.000 | 0.901 | 0.082 |
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Gate decision: **promoted** — at threshold 0.1: same-event pairs passed without a call 69.2% (was 69.7%), hard negatives wrongly passed 3.14% (was 3.22%).
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## Usage (Türkçe örnek)
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## Changelog
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+
- **2026-11-12** `bhdai-20261112-c03`: at threshold 0.1: same-event pairs passed without a call 69.2% (was 69.7%), hard negatives wrongly passed 3.14% (was 3.22%)
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- **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%)
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- **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%)
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- **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%)
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agirlik.npz
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:1aad9c8e36b02c16c020e07e717c7f3020bdabef37ab9b10c2285551bbeb2e23
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size 241375
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bilgi.json
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@@ -1,5 +1,5 @@
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{
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-
"surum": "bhdai-
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"ozellikler": [
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"kos_baslik",
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"kos_baslik_tum",
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@@ -12,119 +12,119 @@
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"sayi_yok",
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"uzunluk_orani"
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],
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"tarih": "2026-11-
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"egitim_haber": 120000,
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"egitim_cift":
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"sinav": {
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"gun": 2,
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-
"haber":
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"esikler": {
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"0.02": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.05": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.1": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.15": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.2": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.3": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.
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},
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"0.4": {
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-
"olumlu": 0.
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-
"zor": 0.
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-
"rastgele": 0.
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},
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"0.5": {
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-
"olumlu": 0.
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"zor": 0.
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-
"rastgele": 0.
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}
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},
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"onerilen_esik": 0.05
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},
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"katsayilar": {
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-
"kos_baslik": -0.
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-
"kos_baslik_tum": 0.
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-
"kos_tum": -1.
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-
"ozel_oran": -1.
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-
"ozel_az": -0.
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-
"kaynak_baslik_kapsam": -0.
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-
"metin_baslik_dayanak": 0.
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-
"sayi_oran": -
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-
"sayi_yok": 0.
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-
"uzunluk_orani": -0.
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},
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"ayar": {
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"gun": 21,
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"adet": 120000,
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-
"c":
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},
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"karsilastirma": {
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-
"canli": "bhdai-
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"esik": 0.1,
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"canli_esikler": {
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"0.02": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.05": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.1": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.15": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.2": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.0
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},
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"0.3": {
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-
"olumlu": 0.
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-
"zor": 0.
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-
"rastgele": 0.
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},
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"0.4": {
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-
"olumlu": 0.
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-
"zor": 0.
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"rastgele": 0.
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},
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"0.5": {
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"olumlu": 0.
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"zor": 0.
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-
"rastgele": 0.
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}
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},
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"karar": "yayina",
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-
"neden": "eşik 0.1: çağrısız geçen %
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}
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}
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{
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"surum": "bhdai-20261112-c03",
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"ozellikler": [
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"kos_baslik",
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"kos_baslik_tum",
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"sayi_yok",
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"uzunluk_orani"
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],
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"tarih": "2026-11-12T23:24:17",
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"egitim_haber": 120000,
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"egitim_cift": 300064,
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"sinav": {
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"gun": 2,
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+
"haber": 7096,
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"esikler": {
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"0.02": {
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+
"olumlu": 0.281,
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+
"zor": 0.0028,
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"rastgele": 0.0
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},
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"0.05": {
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+
"olumlu": 0.5092,
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+
"zor": 0.0133,
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"rastgele": 0.0
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},
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"0.1": {
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+
"olumlu": 0.6918,
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+
"zor": 0.0314,
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"rastgele": 0.0
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},
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"0.15": {
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+
"olumlu": 0.7833,
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+
"zor": 0.0467,
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"rastgele": 0.0
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},
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"0.2": {
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"olumlu": 0.8378,
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+
"zor": 0.0589,
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"rastgele": 0.0
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},
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"0.3": {
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+
"olumlu": 0.8978,
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+
"zor": 0.0798,
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+
"rastgele": 0.0003
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},
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"0.4": {
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+
"olumlu": 0.9291,
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+
"zor": 0.0997,
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+
"rastgele": 0.0003
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},
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"0.5": {
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+
"olumlu": 0.9503,
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+
"zor": 0.1137,
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+
"rastgele": 0.0003
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}
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},
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"onerilen_esik": 0.05
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},
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"katsayilar": {
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+
"kos_baslik": -0.9673,
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+
"kos_baslik_tum": 0.3262,
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+
"kos_tum": -1.4073,
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+
"ozel_oran": -1.7214,
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+
"ozel_az": -0.0107,
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+
"kaynak_baslik_kapsam": -0.2898,
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+
"metin_baslik_dayanak": 0.1202,
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+
"sayi_oran": -1.9609,
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+
"sayi_yok": 0.0358,
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+
"uzunluk_orani": -0.4887
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},
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"ayar": {
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"gun": 21,
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"adet": 120000,
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+
"c": 0.3
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},
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"karsilastirma": {
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"canli": "bhdai-20261111",
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"esik": 0.1,
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"canli_esikler": {
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"0.02": {
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+
"olumlu": 0.2793,
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+
"zor": 0.0025,
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"rastgele": 0.0
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},
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"0.05": {
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+
"olumlu": 0.5144,
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+
"zor": 0.0134,
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"rastgele": 0.0
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},
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"0.1": {
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+
"olumlu": 0.6966,
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+
"zor": 0.0322,
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"rastgele": 0.0
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},
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"0.15": {
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+
"olumlu": 0.7892,
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"zor": 0.0476,
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"rastgele": 0.0
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},
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"0.2": {
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+
"olumlu": 0.842,
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"zor": 0.0606,
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"rastgele": 0.0
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},
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"0.3": {
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"olumlu": 0.9011,
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+
"zor": 0.0821,
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| 114 |
+
"rastgele": 0.0003
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},
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"0.4": {
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+
"olumlu": 0.9301,
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+
"zor": 0.0994,
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| 119 |
+
"rastgele": 0.0003
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},
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"0.5": {
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| 122 |
+
"olumlu": 0.9519,
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| 123 |
+
"zor": 0.1137,
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+
"rastgele": 0.0003
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}
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},
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"karar": "yayina",
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"neden": "eşik 0.1: çağrısız geçen %69.7→%69.2, yanlış geçen zor %3.22→%3.14 (7096 sınav haberi)"
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}
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}
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sozluk.json
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