# Universal Dependency Parsing on German GSD v2.2 (test) Source: [Universal Dependency Parsing on German GSD v2.2 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:50.352Z Evaluation of Universal Dependency Parsing performance on the test split of the German GSD v2.2 treebank, reporting UPOS, FEATS, LEM, UAS, and LAS scores. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Universal Dependency Parsing | | Dataset (including any stated split) | German GSD v2.2 (test) | | Metric | UPOS | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [UPOS](): Higher is better; unit: PERCENT. - [FEATS](): Higher is better; unit: PERCENT. - [LEM](): Higher is better; unit: PERCENT. - [UAS](): Higher is better; unit: PERCENT. - [LAS](): Higher is better; unit: PERCENT. ## Recorded results | Method | UPOS | Result date | Report paper | | --- | --- | --- | --- | | FlauBERT-B | 98.7 | Not recorded | 69647fdb53fdd5c3617445e5 | | CamemBERT-B-Wk | 98.4 | Not recorded | 69647fdb53fdd5c3617445e5 | | CamemBERT-B-Osc | 98.4 | Not recorded | 69647fdb53fdd5c3617445e5 | | Pantagruel-B-camtok-Osc | 98.4 | Not recorded | 69647fdb53fdd5c3617445e5 | | Pantagruel-B-camtok-Wk | 98.3 | Not recorded | 69647fdb53fdd5c3617445e5 | | Pantagruel-B-Wk-MLM | 98.3 | Not recorded | 69647fdb53fdd5c3617445e5 | | Pantagruel-B-Crs-MLM | 98.3 | Not recorded | 69647fdb53fdd5c3617445e5 | | Pantagruel-B-Wk | 98 | Not recorded | 69647fdb53fdd5c3617445e5 | | UDify | 95.29 | Not recorded | 68fa66421e209131cea0f42e | | UDify | 94.77 | Not recorded | 68fa66421e209131cea0f42e | | UDify | 94.55 | Not recorded | 68fa66421e209131cea0f42e | | UDPipe Future | 94.48 | Not recorded | 68fa66421e209131cea0f42e | ### FlauBERT-B UPOS: 98.7. Result ID: 699693025698665ec4dc34cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction. ### CamemBERT-B-Wk UPOS: 98.4. Result ID: 699693025698665ec4dc34cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"Base","Pre-training Data":"Wikipedia"}. This record does not assert independent reproduction. ### CamemBERT-B-Osc UPOS: 98.4. Result ID: 699693025698665ec4dc34ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"Base","Pre-training Data":"OSCAR"}. This record does not assert independent reproduction. ### Pantagruel-B-camtok-Osc UPOS: 98.4. Result ID: 699693025698665ec4dc34d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base","Tokenizer":"CamemBERT","Pre-training Data":"OSCAR"}. This record does not assert independent reproduction. ### Pantagruel-B-camtok-Wk UPOS: 98.3. Result ID: 699693025698665ec4dc34d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base","Tokenizer":"CamemBERT","Pre-training Data":"Wikipedia"}. This record does not assert independent reproduction. ### Pantagruel-B-Wk-MLM UPOS: 98.3. Result ID: 699693025698665ec4dc34d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base","Pre-training Data":"Wikipedia","Objective":"MLM"}. This record does not assert independent reproduction. ### Pantagruel-B-Crs-MLM UPOS: 98.3. Result ID: 699693025698665ec4dc34d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base","Pre-training Data":"Crs","Objective":"MLM"}. This record does not assert independent reproduction. ### Pantagruel-B-Wk UPOS: 98. Result ID: 699693025698665ec4dc34d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"Base","Pre-training Data":"Wikipedia"}. This record does not assert independent reproduction. ### UDify UPOS: 95.29. Result ID: 698ce6a38b517eb4331d89b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tune mode":"all treebanks then single treebank"}. This record does not assert independent reproduction. ### UDify UPOS: 94.77. Result ID: 698ce6a38b517eb4331d89b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tune mode":"single treebank"}. This record does not assert independent reproduction. ### UDify UPOS: 94.55. Result ID: 698ce6a38b517eb4331d89b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tune mode":"all UD treebanks combined"}. This record does not assert independent reproduction. ### UDPipe Future UPOS: 94.48. Result ID: 698ce6a38b517eb4331d89b6. [Reporting paper]() Recorded evaluation configuration: {"BERT":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.