docs: add initial version

README.md

@@ -1,3 +1,45 @@
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-license: apache-2.0
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+---
+license: apache-2.0
+---
+
+# TurBLiMP Evaluations
+
+This dataset hosts the TurBLiMP evaluation results on my [Turkish Model Zoo](https://huggingface.co/collections/stefan-it/turkish-language-models-653c3146fbe250285fccec0f).
+
+More about the TurBLiMP benchmark:
+
+> TurBLiMP is the first Turkish benchmark of linguistic minimal pairs, designed to evaluate the linguistic abilities of monolingual and multilingual language models (LMs).
+> This benchmark covers 16 core grammatical phenomena in Turkish, with 1,000 minimal pairs per phenomenon.
+> Additionally, it incorporates experimental paradigms that examine model performance across different subordination strategies and word order variations.
+
+I've modified the [original](https://github.com/ezgibasar/TurBLiMP/blob/297de13fb7a0ce524fe32e8b175c6b5255d66960/evaluation.py) evaluation script and extended it for the Turkish Model Zoo. My evaluation script can be found [here](own_evaluation.py).
+
+# Results
+
+After running the evaluation script, all results can be parsed with this [notebook](ParseEvaluations.ipynb) to print-out a nice overview table:
+
+| Phenomenon           |   [`dbmdz/electra-small-turkish-cased-generator`](https://huggingface.co/dbmdz/electra-small-turkish-cased-generator) |   [`dbmdz/electra-base-turkish-cased-generator`](https://huggingface.co/dbmdz/electra-base-turkish-cased-generator) |   [`dbmdz/electra-base-turkish-mc4-cased-generator`](https://huggingface.co/dbmdz/electra-base-turkish-mc4-cased-generator) |   [`dbmdz/electra-base-turkish-mc4-uncased-generator`](https://huggingface.co/dbmdz/electra-base-turkish-mc4-uncased-generator) |   [`dbmdz/bert-base-turkish-cased`](https://huggingface.co/dbmdz/bert-base-turkish-cased) |   [`dbmdz/bert-base-turkish-uncased`](https://huggingface.co/dbmdz/bert-base-turkish-uncased) |   [`dbmdz/bert-base-turkish-128k-cased`](https://huggingface.co/dbmdz/bert-base-turkish-128k-cased) |   [`dbmdz/bert-base-turkish-128k-uncased`](https://huggingface.co/dbmdz/bert-base-turkish-128k-uncased) |   [`dbmdz/distilbert-base-turkish-cased`](https://huggingface.co/dbmdz/distilbert-base-turkish-cased) |   [`dbmdz/convbert-base-turkish-cased`](https://huggingface.co/dbmdz/convbert-base-turkish-cased) |   [`dbmdz/convbert-base-turkish-mc4-cased`](https://huggingface.co/dbmdz/convbert-base-turkish-mc4-cased) |   [`dbmdz/convbert-base-turkish-mc4-uncased`](https://huggingface.co/dbmdz/convbert-base-turkish-mc4-uncased) |
+|----------------------|-----------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------|
+| Anaphor Agreement    |                                                                                                                  74.1 |                                                                                                                94.3 |                                                                                                                        94.3 |                                                                                                                            92.8 |                                                                                      96.7 |                                                                                          97.3 |                                                                                                97.3 |                                                                                                    97.7 |                                                                                                  96.9 |                                                                                              58.1 |                                                                                                      44.3 |                                                                                                          44.6 |
+| Argument Str. Tran.  |                                                                                                                  86.6 |                                                                                                                99.6 |                                                                                                                        99.4 |                                                                                                                            98.7 |                                                                                      99.7 |                                                                                          99.6 |                                                                                                99.8 |                                                                                                    99.1 |                                                                                                  97.5 |                                                                                              51.9 |                                                                                                      58.1 |                                                                                                          51.3 |
+| Argument Str. Ditr.  |                                                                                                                  79.3 |                                                                                                                96.1 |                                                                                                                        95.5 |                                                                                                                            95.2 |                                                                                      99.8 |                                                                                          96.1 |                                                                                                96.1 |                                                                                                    96.1 |                                                                                                  95.4 |                                                                                              64.6 |                                                                                                      58.6 |                                                                                                          64.5 |
+| Binding              |                                                                                                                  70.7 |                                                                                                                96.2 |                                                                                                                        91.4 |                                                                                                                            89.6 |                                                                                      99.9 |                                                                                          98.5 |                                                                                                97.7 |                                                                                                    99   |                                                                                                  93   |                                                                                              89.1 |                                                                                                      49.4 |                                                                                                          78.4 |
+| Determiners          |                                                                                                                  91.8 |                                                                                                                99.3 |                                                                                                                        98.2 |                                                                                                                            99.1 |                                                                                      99.9 |                                                                                         100   |                                                                                                99   |                                                                                                    99.3 |                                                                                                  82.9 |                                                                                               0   |                                                                                                       0   |                                                                                                           0   |
+| Ellipsis             |                                                                                                                  10.6 |                                                                                                                49.7 |                                                                                                                        46.3 |                                                                                                                            49   |                                                                                      87.4 |                                                                                          73.6 |                                                                                                96.6 |                                                                                                    87.5 |                                                                                                  13.6 |                                                                                              54.7 |                                                                                                      57.8 |                                                                                                          67.9 |
+| Irregular Forms      |                                                                                                                  98.7 |                                                                                                                97.9 |                                                                                                                        99   |                                                                                                                            99.8 |                                                                                      98.8 |                                                                                         100   |                                                                                                99.9 |                                                                                                    99.6 |                                                                                                  94.1 |                                                                                              82.9 |                                                                                                      86.6 |                                                                                                          95.2 |
+| Island Effects       |                                                                                                                  39.1 |                                                                                                                35.3 |                                                                                                                        41.8 |                                                                                                                            44   |                                                                                      49.4 |                                                                                          39.8 |                                                                                                60.9 |                                                                                                    51.2 |                                                                                                  47.4 |                                                                                              96.7 |                                                                                                      99.4 |                                                                                                         100   |
+| Nominalization       |                                                                                                                  90   |                                                                                                                96.6 |                                                                                                                        97   |                                                                                                                            95.4 |                                                                                      97.4 |                                                                                          97   |                                                                                                98.9 |                                                                                                    97.4 |                                                                                                  95.6 |                                                                                              55.2 |                                                                                                      59.2 |                                                                                                          60.6 |
+| NPI Licensing        |                                                                                                                  90.9 |                                                                                                                96.1 |                                                                                                                        95   |                                                                                                                            98   |                                                                                      98.2 |                                                                                          97.6 |                                                                                                97.2 |                                                                                                    95   |                                                                                                  92.1 |                                                                                              82.1 |                                                                                                      95.6 |                                                                                                          71.9 |
+| Passives             |                                                                                                                 100   |                                                                                                                91.2 |                                                                                                                        93.6 |                                                                                                                            91.6 |                                                                                      82.2 |                                                                                          78.1 |                                                                                                84.4 |                                                                                                    81.3 |                                                                                                  98.8 |                                                                                             100   |                                                                                                     100   |                                                                                                          99   |
+| Quantifiers          |                                                                                                                  97.9 |                                                                                                                98   |                                                                                                                        98   |                                                                                                                            97.6 |                                                                                      95.7 |                                                                                          94.6 |                                                                                                98   |                                                                                                    98.4 |                                                                                                  98.4 |                                                                                              99   |                                                                                                      99   |                                                                                                          99   |
+| Relative Clauses     |                                                                                                                  79.9 |                                                                                                                90.7 |                                                                                                                        92   |                                                                                                                            91.6 |                                                                                      97.7 |                                                                                          97.5 |                                                                                                97   |                                                                                                    98.5 |                                                                                                  92   |                                                                                              53.4 |                                                                                                      53.7 |                                                                                                          56.9 |
+| Scrambling           |                                                                                                                  99.5 |                                                                                                               100   |                                                                                                                       100   |                                                                                                                            99.8 |                                                                                     100   |                                                                                         100   |                                                                                                99.6 |                                                                                                   100   |                                                                                                  99.8 |                                                                                              38.7 |                                                                                                      59.3 |                                                                                                          63.3 |
+| Subject Agreement    |                                                                                                                  82.8 |                                                                                                                99   |                                                                                                                        97.2 |                                                                                                                            96.1 |                                                                                      98.3 |                                                                                          99.2 |                                                                                                99.1 |                                                                                                    98.8 |                                                                                                  97   |                                                                                              47.7 |                                                                                                      43.9 |                                                                                                          56.4 |
+| Suspended Affixation |                                                                                                                  97.5 |                                                                                                                99   |                                                                                                                        99.1 |                                                                                                                            98.8 |                                                                                     100   |                                                                                         100   |                                                                                               100   |                                                                                                   100   |                                                                                                 100   |                                                                                              25.4 |                                                                                                      12.8 |                                                                                                          23.2 |
+| Model Average        |                                                                                                                  80.6 |                                                                                                                89.9 |                                                                                                                        89.9 |                                                                                                                            89.8 |                                                                                      93.8 |                                                                                          91.8 |                                                                                            **95.1** |                                                                                                    93.7 |                                                                                                  87.2 |                                                                                              62.5 |                                                                                                      61.1 |                                                                                                          64.5 |
+
+# Summary
+
+The [TurBLiMP paper](https://arxiv.org/abs/2506.13487) used the [`dbmdz/bert-base-turkish-128k-uncased`](https://huggingface.co/dbmdz/bert-base-turkish-128k-uncased) model showing strong performance.
+
+My evaluation here showed, that the  [`dbmdz/bert-base-turkish-128k-cased`](https://huggingface.co/dbmdz/bert-base-turkish-128k-cased) even performs better on the TurBLiMP benchmark.