Add BGE Cross-Encoder reranker v1.1

README.md

@@ -0,0 +1,324 @@
+---
+tags:
+- sentence-transformers
+- cross-encoder
+- generated_from_trainer
+- dataset_size:570914
+- loss:BinaryCrossEntropyLoss
+base_model: BAAI/bge-reranker-base
+pipeline_tag: text-ranking
+library_name: sentence-transformers
+---
+
+# CrossEncoder based on BAAI/bge-reranker-base
+
+This is a [Cross Encoder](https://www.sbert.net/docs/cross_encoder/usage/usage.html) model finetuned from [BAAI/bge-reranker-base](https://huggingface.co/BAAI/bge-reranker-base) using the [sentence-transformers](https://www.SBERT.net) library. It computes scores for pairs of texts, which can be used for text reranking and semantic search.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Cross Encoder
+- **Base model:** [BAAI/bge-reranker-base](https://huggingface.co/BAAI/bge-reranker-base) <!-- at revision 2cfc18c9415c912f9d8155881c133215df768a70 -->
+- **Maximum Sequence Length:** 512 tokens
+- **Number of Output Labels:** 1 label
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Documentation:** [Cross Encoder Documentation](https://www.sbert.net/docs/cross_encoder/usage/usage.html)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Cross Encoders on Hugging Face](https://huggingface.co/models?library=sentence-transformers&other=cross-encoder)
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import CrossEncoder
+
+# Download from the 🤗 Hub
+model = CrossEncoder("cross_encoder_model_id")
+# Get scores for pairs of texts
+pairs = [
+    ['what is the life expectancy for babies with trisomy 18', "Most babies born with this condition die within the first few days or weeks of life, as they have so many medical complications. Just 5% to 10% make it past their first year. Like trisomy 18, no one knows why some babies get this condition. It's known that the chance increases with the mother's age, though women of any age can have a child with trisomy 13. About 80% of babies with trisomy 18 or 13 are born to mothers under 35. The condition can be diagnosed before birth with the same tests used to identify trisomy 18, or after birth by a physical examination. Trisomy 18 is a condition where you have three copies of each chromosome 18 in your body's cells instead of two. This can lead to serious physical and mental disabilities. There is no cure, though treatment can include surgeries, medicines, breathing tubes, and feeding tubes. Some parents opt just for comfort care. Life expectancy is usually a year or less. How old is the oldest living person with trisomy 18? The oldest people were reported to be in their early 40s a few years ago. But it's unclear if they are alive today. Are babies with trisomy 18 less active in the womb? Yes, they are often less active. Trisomy 18 is a condition caused by a problem in your chromosomes."],
+    ['what are some reasons doctors prescribe benzodiazepines', "But they can be habit-forming, especially if you take them regularly or for a long time. If you think you or a loved one may have a problem with benzodiazepine misuse, contact a doctor or a drug hotline. What is benzodiazepine abuse? Doctors define benzodiazepine abuse as using these drugs for non-medical reasons to get high, What is the incidence of benzodiazepine abuse? In a 12-month period between 2014 and 2015, more than 5 million people in the U.S. reported they had misused benzodiazepines. That's out of 30 million adults who used the drugs at all that year."],
+    ['i ve been experiencing frequent migraines that don t respond well to medication what devices could i try to help manage my pain', "You might try them if medications don't work well for you, or use them together with medication. The devices include: Single-pulse transcranial magnetic stimulation (eNeura). To use this prescription device, you place it on the back of your head. It sends a pulse of magnetic energy that affects electrical signaling in your brain, which may stop or reduce pain. It's used both to treat and prevent attacks. External trigeminal nerve stimulation (Cefaly). This nonprescription device targets the trigeminal nerve , which provides sensation to parts of your head and face. It delivers stimulation through electrodes you place on your forehead. You can use it to treat or prevent headaches. You might also hear this type of device called a transcutaneous electrical nerve stimulation unit. Noninvasive vagal nerve stimulator (Gammacore). This type works on your vagus nerve, a long nerve that's a key player in your nervous system. To use it, you hold it in your hand and place it against your neck. It's approved to both stop and prevent headaches and requires a prescription. Remote electrical neuromodulator (Nerivio). You also need a prescription for this device, which you apply to your upper arm and control with a phone app. It stimulates nerves in your arm that are part of a pathway for pain signals. It's used to get rid of migraine pain once it starts. Combined occiputal and trigeminal neurostimulation (Relivion). This headband-like device stimulates the trigeminal nerve as well as the occipital nerve that runs along the back of your head. This can help stop an attack. The device, which is available by prescription, is controlled via a phone app. Botox for migraine If you have chronic migraine, shots of botulinum toxin type A ( Botox ) can help reduce the frequency of your headaches."],
+    ['what is the survival rate for aml', "Treatment is usually with a high-dose combination chemotherapy regimen, which may also include targeted therapy. Your cancer care team will help you choose the right treatment based on your specific situation. Is AML cancer curable? Generally speaking, AML is not curable. The only potential cure for AML is an allogeneic stem cell transplant. That is when you have the stem cells in your bone marrow replaced with those from a donor. In many cases, your doctor will only recommend testing for an allogeneic stem cell transplant when you've been treated for AML and it has come back within 12 months. Unfortunately, not everyone is a candidate for stem cell transplant. It's a very intensive treatment that you must be healthy enough to undergo, and you must also have a compatible donor. What is the survival rate for AML? This is tough to answer because there are many different types of AML, and each type has differences in treatment options and survival rates. In general: People younger than 65 usually fare better than older people. People with certain genetic mutations tend to do better than others. People with lower white blood cell counts at diagnosis have better outcomes. People without leukemia cells detected in their brains and spinal cords tend to do better. About 50%-80% of adults with AML achieve complete remission after treatment. Remission can last months or years. Unfortunately, about 50% of those who achieve complete remission will have a recurrence. At that point, your doctor may recommend testing for a stem cell transplant, enrolling in a clinical trial, or additional chemotherapy. Your doctor will do a staging workup after your diagnosis, which will give them a better idea of your prognosis based on your specific medical situation."],
+    ['what are some risk factors for having an undescended testicle in a newborn', 'overview\nGuide In the last few months of a pregnancy , a baby goes through all kinds of changes. The eyes open wide, the bones fully form, and weight gain ramps up. For boys, it’s also when the testicles move from the lower belly to the scrotum, that pouch of skin below the penis . But sometimes, one or both testicles don’t fall into place. That’s called an undescended testicle. It can happen to any baby boy, but it’s more common for those born earlier than expected. More often than not, the testicle drops into the scrotum on its own by the time the baby is 6 months old. If it doesn’t, the child will likely need surgery. Doctors aren’t sure why it happens. They think it’s related to genes, the mother’s health, and outside influences that change how hormones and nerves normally work. Even though the cause isn’t clear, certain factors might make an undescended testicle more likely: An earlier-than-expected birth Family history of them or other problems with how genitals develop Health conditions, such as Down syndrome , that affect how a fetus grows Low birth weight Contact by the parents with certain chemicals (pesticides) that kill bugs -- these are often used on farms It may also be more likely if the mother: Has diabetes (type 1, type 2, or gestational) Is obese Smoked cigarettes or drank alcohol during pregnancy The main sign: You can’t see or feel the testicle in the scrotum. When both are undescended, the scrotum looks flat and smaller than you’d expect it to be. Some boys have what’s called a retractile testicle. It may move up into their groin when they are cold or scared but moves back down on its own. It’s generally not a problem. The difference is that an undescended testicle stays up -- it doesn’t move back and forth.'],
+]
+scores = model.predict(pairs)
+print(scores.shape)
+# (5,)
+
+# Or rank different texts based on similarity to a single text
+ranks = model.rank(
+    'what is the life expectancy for babies with trisomy 18',
+    [
+        "Most babies born with this condition die within the first few days or weeks of life, as they have so many medical complications. Just 5% to 10% make it past their first year. Like trisomy 18, no one knows why some babies get this condition. It's known that the chance increases with the mother's age, though women of any age can have a child with trisomy 13. About 80% of babies with trisomy 18 or 13 are born to mothers under 35. The condition can be diagnosed before birth with the same tests used to identify trisomy 18, or after birth by a physical examination. Trisomy 18 is a condition where you have three copies of each chromosome 18 in your body's cells instead of two. This can lead to serious physical and mental disabilities. There is no cure, though treatment can include surgeries, medicines, breathing tubes, and feeding tubes. Some parents opt just for comfort care. Life expectancy is usually a year or less. How old is the oldest living person with trisomy 18? The oldest people were reported to be in their early 40s a few years ago. But it's unclear if they are alive today. Are babies with trisomy 18 less active in the womb? Yes, they are often less active. Trisomy 18 is a condition caused by a problem in your chromosomes.",
+        "But they can be habit-forming, especially if you take them regularly or for a long time. If you think you or a loved one may have a problem with benzodiazepine misuse, contact a doctor or a drug hotline. What is benzodiazepine abuse? Doctors define benzodiazepine abuse as using these drugs for non-medical reasons to get high, What is the incidence of benzodiazepine abuse? In a 12-month period between 2014 and 2015, more than 5 million people in the U.S. reported they had misused benzodiazepines. That's out of 30 million adults who used the drugs at all that year.",
+        "You might try them if medications don't work well for you, or use them together with medication. The devices include: Single-pulse transcranial magnetic stimulation (eNeura). To use this prescription device, you place it on the back of your head. It sends a pulse of magnetic energy that affects electrical signaling in your brain, which may stop or reduce pain. It's used both to treat and prevent attacks. External trigeminal nerve stimulation (Cefaly). This nonprescription device targets the trigeminal nerve , which provides sensation to parts of your head and face. It delivers stimulation through electrodes you place on your forehead. You can use it to treat or prevent headaches. You might also hear this type of device called a transcutaneous electrical nerve stimulation unit. Noninvasive vagal nerve stimulator (Gammacore). This type works on your vagus nerve, a long nerve that's a key player in your nervous system. To use it, you hold it in your hand and place it against your neck. It's approved to both stop and prevent headaches and requires a prescription. Remote electrical neuromodulator (Nerivio). You also need a prescription for this device, which you apply to your upper arm and control with a phone app. It stimulates nerves in your arm that are part of a pathway for pain signals. It's used to get rid of migraine pain once it starts. Combined occiputal and trigeminal neurostimulation (Relivion). This headband-like device stimulates the trigeminal nerve as well as the occipital nerve that runs along the back of your head. This can help stop an attack. The device, which is available by prescription, is controlled via a phone app. Botox for migraine If you have chronic migraine, shots of botulinum toxin type A ( Botox ) can help reduce the frequency of your headaches.",
+        "Treatment is usually with a high-dose combination chemotherapy regimen, which may also include targeted therapy. Your cancer care team will help you choose the right treatment based on your specific situation. Is AML cancer curable? Generally speaking, AML is not curable. The only potential cure for AML is an allogeneic stem cell transplant. That is when you have the stem cells in your bone marrow replaced with those from a donor. In many cases, your doctor will only recommend testing for an allogeneic stem cell transplant when you've been treated for AML and it has come back within 12 months. Unfortunately, not everyone is a candidate for stem cell transplant. It's a very intensive treatment that you must be healthy enough to undergo, and you must also have a compatible donor. What is the survival rate for AML? This is tough to answer because there are many different types of AML, and each type has differences in treatment options and survival rates. In general: People younger than 65 usually fare better than older people. People with certain genetic mutations tend to do better than others. People with lower white blood cell counts at diagnosis have better outcomes. People without leukemia cells detected in their brains and spinal cords tend to do better. About 50%-80% of adults with AML achieve complete remission after treatment. Remission can last months or years. Unfortunately, about 50% of those who achieve complete remission will have a recurrence. At that point, your doctor may recommend testing for a stem cell transplant, enrolling in a clinical trial, or additional chemotherapy. Your doctor will do a staging workup after your diagnosis, which will give them a better idea of your prognosis based on your specific medical situation.",
+        'overview\nGuide In the last few months of a pregnancy , a baby goes through all kinds of changes. The eyes open wide, the bones fully form, and weight gain ramps up. For boys, it’s also when the testicles move from the lower belly to the scrotum, that pouch of skin below the penis . But sometimes, one or both testicles don’t fall into place. That’s called an undescended testicle. It can happen to any baby boy, but it’s more common for those born earlier than expected. More often than not, the testicle drops into the scrotum on its own by the time the baby is 6 months old. If it doesn’t, the child will likely need surgery. Doctors aren’t sure why it happens. They think it’s related to genes, the mother’s health, and outside influences that change how hormones and nerves normally work. Even though the cause isn’t clear, certain factors might make an undescended testicle more likely: An earlier-than-expected birth Family history of them or other problems with how genitals develop Health conditions, such as Down syndrome , that affect how a fetus grows Low birth weight Contact by the parents with certain chemicals (pesticides) that kill bugs -- these are often used on farms It may also be more likely if the mother: Has diabetes (type 1, type 2, or gestational) Is obese Smoked cigarettes or drank alcohol during pregnancy The main sign: You can’t see or feel the testicle in the scrotum. When both are undescended, the scrotum looks flat and smaller than you’d expect it to be. Some boys have what’s called a retractile testicle. It may move up into their groin when they are cold or scared but moves back down on its own. It’s generally not a problem. The difference is that an undescended testicle stays up -- it doesn’t move back and forth.',
+    ]
+)
+# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+* Size: 570,914 training samples
+* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | sentence_0                                                                                     | sentence_1                                                                                          | label                                           |
+  |:--------|:-----------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------|:------------------------------------------------|
+  | type    | string                                                                                         | string                                                                                              | int                                             |
+  | details | <ul><li>min: 17 characters</li><li>mean: 98.9 characters</li><li>max: 274 characters</li></ul> | <ul><li>min: 117 characters</li><li>mean: 1647.18 characters</li><li>max: 2339 characters</li></ul> | <ul><li>0: ~47.70%</li><li>1: ~52.30%</li></ul> |
+* Samples:
+  | sentence_0                                                                                                                                   | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | label          |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
+  | <code>what is the life expectancy for babies with trisomy 18</code>                                                                          | <code>Most babies born with this condition die within the first few days or weeks of life, as they have so many medical complications. Just 5% to 10% make it past their first year. Like trisomy 18, no one knows why some babies get this condition. It's known that the chance increases with the mother's age, though women of any age can have a child with trisomy 13. About 80% of babies with trisomy 18 or 13 are born to mothers under 35. The condition can be diagnosed before birth with the same tests used to identify trisomy 18, or after birth by a physical examination. Trisomy 18 is a condition where you have three copies of each chromosome 18 in your body's cells instead of two. This can lead to serious physical and mental disabilities. There is no cure, though treatment can include surgeries, medicines, breathing tubes, and feeding tubes. Some parents opt just for comfort care. Life expectancy is usually a year or less. How old is the oldest living person with trisomy 18? The oldest people wer...</code> | <code>1</code> |
+  | <code>what are some reasons doctors prescribe benzodiazepines</code>                                                                         | <code>But they can be habit-forming, especially if you take them regularly or for a long time. If you think you or a loved one may have a problem with benzodiazepine misuse, contact a doctor or a drug hotline. What is benzodiazepine abuse? Doctors define benzodiazepine abuse as using these drugs for non-medical reasons to get high, What is the incidence of benzodiazepine abuse? In a 12-month period between 2014 and 2015, more than 5 million people in the U.S. reported they had misused benzodiazepines. That's out of 30 million adults who used the drugs at all that year.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                   | <code>0</code> |
+  | <code>i ve been experiencing frequent migraines that don t respond well to medication what devices could i try to help manage my pain</code> | <code>You might try them if medications don't work well for you, or use them together with medication. The devices include: Single-pulse transcranial magnetic stimulation (eNeura). To use this prescription device, you place it on the back of your head. It sends a pulse of magnetic energy that affects electrical signaling in your brain, which may stop or reduce pain. It's used both to treat and prevent attacks. External trigeminal nerve stimulation (Cefaly). This nonprescription device targets the trigeminal nerve , which provides sensation to parts of your head and face. It delivers stimulation through electrodes you place on your forehead. You can use it to treat or prevent headaches. You might also hear this type of device called a transcutaneous electrical nerve stimulation unit. Noninvasive vagal nerve stimulator (Gammacore). This type works on your vagus nerve, a long nerve that's a key player in your nervous system. To use it, you hold it in your hand and place it against your neck. It...</code> | <code>1</code> |
+* Loss: [<code>BinaryCrossEntropyLoss</code>](https://sbert.net/docs/package_reference/cross_encoder/losses.html#binarycrossentropyloss) with these parameters:
+  ```json
+  {
+      "activation_fn": "torch.nn.modules.linear.Identity",
+      "pos_weight": null
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `per_device_train_batch_size`: 96
+- `per_device_eval_batch_size`: 96
+- `num_train_epochs`: 1
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: no
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 96
+- `per_device_eval_batch_size`: 96
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `torch_empty_cache_steps`: None
+- `learning_rate`: 5e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1
+- `num_train_epochs`: 1
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: None
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `include_for_metrics`: []
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `use_liger_kernel`: False
+- `eval_use_gather_object`: False
+- `average_tokens_across_devices`: False
+- `prompts`: None
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: proportional
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss |
+|:------:|:----:|:-------------:|
+| 0.0841 | 500  | 0.5028        |
+| 0.1681 | 1000 | 0.4081        |
+| 0.2522 | 1500 | 0.3872        |
+| 0.3362 | 2000 | 0.3738        |
+| 0.4203 | 2500 | 0.3639        |
+| 0.5044 | 3000 | 0.3551        |
+| 0.5884 | 3500 | 0.3464        |
+| 0.6725 | 4000 | 0.338         |
+| 0.7566 | 4500 | 0.329         |
+| 0.8406 | 5000 | 0.3297        |
+| 0.9247 | 5500 | 0.3293        |
+
+
+### Framework Versions
+- Python: 3.11.12
+- Sentence Transformers: 4.1.0
+- Transformers: 4.52.2
+- PyTorch: 2.6.0+cu124
+- Accelerate: 1.7.0
+- Datasets: 2.14.4
+- Tokenizers: 0.21.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

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