CocoRoF/ModernBERT-SimCSE-multitask_v03-retry
Browse files- README.md +81 -3
- model.safetensors +1 -1
README.md
CHANGED
|
@@ -36,6 +36,57 @@ widget:
|
|
| 36 |
- 녹색 버스가 도로를 따라 내려간다.
|
| 37 |
pipeline_tag: sentence-similarity
|
| 38 |
library_name: sentence-transformers
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 39 |
---
|
| 40 |
|
| 41 |
# SentenceTransformer based on CocoRoF/mobert_retry_SimCSE_test
|
|
@@ -126,6 +177,28 @@ You can finetune this model on your own dataset.
|
|
| 126 |
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
|
| 127 |
-->
|
| 128 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 129 |
<!--
|
| 130 |
## Bias, Risks and Limitations
|
| 131 |
|
|
@@ -325,9 +398,14 @@ You can finetune this model on your own dataset.
|
|
| 325 |
</details>
|
| 326 |
|
| 327 |
### Training Logs
|
| 328 |
-
| Epoch | Step | Training Loss |
|
| 329 |
-
|
| 330 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 331 |
|
| 332 |
|
| 333 |
### Framework Versions
|
|
|
|
| 36 |
- 녹색 버스가 도로를 따라 내려간다.
|
| 37 |
pipeline_tag: sentence-similarity
|
| 38 |
library_name: sentence-transformers
|
| 39 |
+
metrics:
|
| 40 |
+
- pearson_cosine
|
| 41 |
+
- spearman_cosine
|
| 42 |
+
- pearson_euclidean
|
| 43 |
+
- spearman_euclidean
|
| 44 |
+
- pearson_manhattan
|
| 45 |
+
- spearman_manhattan
|
| 46 |
+
- pearson_dot
|
| 47 |
+
- spearman_dot
|
| 48 |
+
- pearson_max
|
| 49 |
+
- spearman_max
|
| 50 |
+
model-index:
|
| 51 |
+
- name: SentenceTransformer based on CocoRoF/mobert_retry_SimCSE_test
|
| 52 |
+
results:
|
| 53 |
+
- task:
|
| 54 |
+
type: semantic-similarity
|
| 55 |
+
name: Semantic Similarity
|
| 56 |
+
dataset:
|
| 57 |
+
name: sts dev
|
| 58 |
+
type: sts_dev
|
| 59 |
+
metrics:
|
| 60 |
+
- type: pearson_cosine
|
| 61 |
+
value: 0.76867327483615
|
| 62 |
+
name: Pearson Cosine
|
| 63 |
+
- type: spearman_cosine
|
| 64 |
+
value: 0.769585744296376
|
| 65 |
+
name: Spearman Cosine
|
| 66 |
+
- type: pearson_euclidean
|
| 67 |
+
value: 0.7124057303081486
|
| 68 |
+
name: Pearson Euclidean
|
| 69 |
+
- type: spearman_euclidean
|
| 70 |
+
value: 0.7051149677418829
|
| 71 |
+
name: Spearman Euclidean
|
| 72 |
+
- type: pearson_manhattan
|
| 73 |
+
value: 0.7142558316733773
|
| 74 |
+
name: Pearson Manhattan
|
| 75 |
+
- type: spearman_manhattan
|
| 76 |
+
value: 0.7078418919542185
|
| 77 |
+
name: Spearman Manhattan
|
| 78 |
+
- type: pearson_dot
|
| 79 |
+
value: 0.6760448465343732
|
| 80 |
+
name: Pearson Dot
|
| 81 |
+
- type: spearman_dot
|
| 82 |
+
value: 0.6653382275787475
|
| 83 |
+
name: Spearman Dot
|
| 84 |
+
- type: pearson_max
|
| 85 |
+
value: 0.76867327483615
|
| 86 |
+
name: Pearson Max
|
| 87 |
+
- type: spearman_max
|
| 88 |
+
value: 0.769585744296376
|
| 89 |
+
name: Spearman Max
|
| 90 |
---
|
| 91 |
|
| 92 |
# SentenceTransformer based on CocoRoF/mobert_retry_SimCSE_test
|
|
|
|
| 177 |
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
|
| 178 |
-->
|
| 179 |
|
| 180 |
+
## Evaluation
|
| 181 |
+
|
| 182 |
+
### Metrics
|
| 183 |
+
|
| 184 |
+
#### Semantic Similarity
|
| 185 |
+
|
| 186 |
+
* Dataset: `sts_dev`
|
| 187 |
+
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)
|
| 188 |
+
|
| 189 |
+
| Metric | Value |
|
| 190 |
+
|:-------------------|:-----------|
|
| 191 |
+
| pearson_cosine | 0.7687 |
|
| 192 |
+
| spearman_cosine | 0.7696 |
|
| 193 |
+
| pearson_euclidean | 0.7124 |
|
| 194 |
+
| spearman_euclidean | 0.7051 |
|
| 195 |
+
| pearson_manhattan | 0.7143 |
|
| 196 |
+
| spearman_manhattan | 0.7078 |
|
| 197 |
+
| pearson_dot | 0.676 |
|
| 198 |
+
| spearman_dot | 0.6653 |
|
| 199 |
+
| pearson_max | 0.7687 |
|
| 200 |
+
| **spearman_max** | **0.7696** |
|
| 201 |
+
|
| 202 |
<!--
|
| 203 |
## Bias, Risks and Limitations
|
| 204 |
|
|
|
|
| 398 |
</details>
|
| 399 |
|
| 400 |
### Training Logs
|
| 401 |
+
| Epoch | Step | Training Loss | Validation Loss | sts_dev_spearman_max |
|
| 402 |
+
|:------:|:----:|:-------------:|:---------------:|:--------------------:|
|
| 403 |
+
| 0.5455 | 3 | - | 0.0373 | 0.7480 |
|
| 404 |
+
| 1.0 | 6 | - | 0.0368 | 0.7514 |
|
| 405 |
+
| 1.5455 | 9 | - | 0.0360 | 0.7563 |
|
| 406 |
+
| 1.7273 | 10 | 0.3102 | - | - |
|
| 407 |
+
| 2.0 | 12 | - | 0.0352 | 0.7631 |
|
| 408 |
+
| 2.5455 | 15 | - | 0.0344 | 0.7696 |
|
| 409 |
|
| 410 |
|
| 411 |
### Framework Versions
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 735216376
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7fba07da5028e53a213ef519f926e664351efdcfd12fd43aba33a53b7d1bf4d3
|
| 3 |
size 735216376
|