docs: results on the published jerzyk-bench with basal and confidence intervals

README.md

@@ -117,40 +117,39 @@ Accuracy per question, mean over domains, ±1 accuracy and MAE for scores, Brier
 
 | Question | **Jerzyk 1.0** (322M) | basal-2.0-mini (1.5B) | Qwen3 8B | Bielik 11B v3 |
 |---|---|---|---|---|
-| Administrative: urgency | 77.5 | 61.7 | 42.5 | 54.2 |
-| Administrative: document_type | 90.0 | 92.5 | 90.8 | 95.0 |
-| Administrative: deadline | 82.5 | 79.2 | 84.2 | 83.3 |
-| Customer e-mail: department | 93.3 | 88.3 | 89.2 | 88.3 |
-| Customer e-mail: urgency | 79.2 | 74.2 | 70.8 | 80.8 |
+| Administrative: urgency | 77.5 | 61.7 | 41.7 | 54.2 |
+| Administrative: document_type | 90.0 | 93.3 | 90.8 | 95.0 |
+| Administrative: deadline | 82.5 | 79.2 | 83.3 | 83.3 |
+| Customer e-mail: department | 93.3 | 88.3 | 89.2 | 89.2 |
+| Customer e-mail: urgency | 79.2 | 75.0 | 70.0 | 80.0 |
 | Customer e-mail: cancellation | 99.2 | 100.0 | 97.5 | 96.7 |
-| Customer e-mail: upset | 91.7 | 90.8 | 77.5 | 85.0 |
-| Accounting: cost_category | 97.5 | 95.0 | 85.0 | 75.8 |
-| Accounting: urgency | 64.2 | 35.8 | 48.3 | 63.3 |
+| Customer e-mail: upset | 91.7 | 90.8 | 77.5 | 85.8 |
+| Accounting: cost_category | 97.5 | 95.0 | 85.8 | 75.8 |
+| Accounting: urgency | 64.2 | 35.8 | 45.8 | 62.5 |
 | Accounting: document_type | 94.2 | 91.7 | 95.8 | 95.8 |
-| Accounting: deadline | 85.8 | 95.8 | 94.2 | 77.5 |
-| Court: urgency | 80.0 | 42.5 | 38.3 | 54.2 |
+| Accounting: deadline | 85.8 | 95.8 | 93.3 | 76.7 |
+| Court: urgency | 80.8 | 42.5 | 40.0 | 54.2 |
 | Court: document_type | 84.2 | 96.7 | 94.2 | 92.5 |
-| Court: deadline | 93.3 | 85.0 | 83.3 | 82.5 |
-| **Mean over domains** | **86.4** | **80.1** | **77.3** | **79.9** |
+| Court: deadline | 93.3 | 84.2 | 82.5 | 82.5 |
+| **Mean over domains** | **86.4** | **80.2** | **77.0** | **79.9** |
 
 **Real documents (89 court rulings + 56 administrative notices)** — accuracy (%), 95% confidence interval in brackets
 
 | Question | **Jerzyk 1.0** (322M) | basal-2.0-mini (1.5B) | Qwen3 8B | Bielik 11B v3 |
 |---|---|---|---|---|
-| Admin. notices (real): urgency | 58.9 (46–71) | 37.5 (26–51) | 48.2 (36–61) | 32.1 (21–45) |
-| Admin. notices (real): document_type | 85.7 (74–93) | 76.8 (64–86) | 83.9 (72–91) | 85.7 (74–93) |
-| Admin. notices (real): deadline | 73.2 (60–83) | 76.8 (64–86) | 62.5 (49–74) | 82.1 (70–90) |
-| Court rulings (real): document_type | 98.9 (94–100) | 93.3 (86–97) | 100.0 (96–100) | 100.0 (96–100) |
-| **Mean over domains** | **85.8** | **78.5** | **82.4** | **83.3** |
+| Admin. notices (real): urgency | 58.9 (46–71) | 32.1 (21–45) | 50.0 (37–63) | 30.4 (20–43) |
+| Admin. notices (real): document_type | 85.7 (74–93) | 78.6 (66–87) | 83.9 (72–91) | 85.7 (74–93) |
+| Admin. notices (real): deadline | 71.4 (58–82) | 75.0 (62–84) | 64.3 (51–76) | 78.6 (66–87) |
+| Court rulings (real): document_type | 98.9 (94–100) | 94.4 (88–98) | 100.0 (96–100) | 100.0 (96–100) |
+| **Mean over domains** | **85.5** | **78.1** | **83.0** | **82.5** |
 
 | | **Jerzyk 1.0** (322M) | basal-2.0-mini (1.5B) | Qwen3 8B | Bielik 11B v3 |
 |---|---|---|---|---|
-| ECE, real documents (lower = better) | 0.104 | 0.127 | 0.197 | 0.142 |
-| Median latency per document (all models on the same computer) | 0.05 s | 0.28 s | 1.75 s | 3.01 s |
+| ECE, real documents (lower = better) | 0.106 | 0.112 | 0.191 | 0.154 |
+| Median latency per document (NVIDIA GeForce RTX 5080 Laptop GPU) | 0.02 s | 1.13 s (Apple M1, MLX) | 0.24 s | 0.41 s |
 
 Models compared: [Jerzyk 1.0](https://huggingface.co/trenify/jerzyk-1.0) (calibrated); [basal-2.0-mini](https://huggingface.co/Remek/basal-2.0-mini-MLX-8bit) (MLX 8-bit, native `/v1/systemone`); [Qwen3 8B](https://huggingface.co/Qwen/Qwen3-8B-GGUF) and [Bielik 11B v3.0 Instruct](https://huggingface.co/speakleash/Bielik-11B-v3.0-Instruct-GGUF) (GGUF Q4_K_M in llama.cpp, zero-shot, answer chosen from option log-probabilities). *Mean over domains* averages the questions of each domain first, then the domains, so every domain counts equally.
 
-> **Note.** These results were measured on the benchmark text before anonymisation of the real documents (names of judges, officials and private persons replaced with placeholders such as `[SĘDZIA]` and `[OSOBA]`). On the published, anonymised text Jerzyk 1.0 scores 85.5% instead of 85.8% on real documents. The other models will be re-measured on the published text in a later update.
 
 ## Caveats