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metadata

tags:
  - sentence-transformers
  - cross-encoder
  - reranker
  - generated_from_trainer
  - dataset_size:120000
  - loss:BinaryCrossEntropyLoss
base_model: cross-encoder/ms-marco-MiniLM-L6-v2
pipeline_tag: text-ranking
library_name: sentence-transformers

CrossEncoder based on cross-encoder/ms-marco-MiniLM-L6-v2

This is a Cross Encoder model finetuned from cross-encoder/ms-marco-MiniLM-L6-v2 using the sentence-transformers 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: cross-encoder/ms-marco-MiniLM-L6-v2
Maximum Sequence Length: 256 tokens
Number of Output Labels: 1 label
Supported Modality: Text

Model Sources

Documentation: Sentence Transformers Documentation
Documentation: Cross Encoder Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Cross Encoders on Hugging Face

Full Model Architecture

CrossEncoder(
  (0): Transformer({'transformer_task': 'sequence-classification', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'logits'}}, 'module_output_name': 'scores', 'architecture': 'BertForSequenceClassification'})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("cross_encoder_model_id")
# Get scores for pairs of inputs
pairs = [
    ['Job Title: Customer Support Specialist. Required Seniority: Junior. Industry: FinTech. Must-Have Skills: Ticketing, Documentation, Root Cause Analysis, Communication. Nice-to-Have Skills: Troubleshooting. Job Description: We are hiring a Customer Support Specialist to support teams in FinTech.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.', 'Candidate Role: Customer Support Specialist. Seniority Level: Senior. Years of Experience: 9. Industry Experience: Retail. Education: High School. Skills: Ticketing, Documentation, Communication, Root Cause Analysis, SLA, Escalations, Troubleshooting, Intercom. Professional Summary: Customer Support Specialist with 9 years of experience in Retail.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.'],
    ['Job Title: Junior Accountant. Required Seniority: Senior. Industry: Travel. Must-Have Skills: Valuation, Forecasting, Variance Analysis, KPIs. Nice-to-Have Skills: Budgeting. Job Description: We are hiring a Junior Accountant to support teams in Travel.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.', 'Candidate Role: Financial Analyst. Seniority Level: Junior. Years of Experience: 2. Industry Experience: E-commerce. Education: MBA. Skills: Variance Analysis, KPIs, Reporting, Budgeting, Accounting, Valuation. Professional Summary: Financial Analyst with 2 years of experience in E-commerce.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.'],
    ['Job Title: Sales Representative. Required Seniority: Senior. Industry: Cybersecurity. Must-Have Skills: Prospecting, Account Management, Pipeline Management, Closing. Nice-to-Have Skills: Negotiation. Job Description: We are hiring a Sales Representative to support teams in Cybersecurity.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.', 'Candidate Role: Sales Representative. Seniority Level: Mid. Years of Experience: 6. Industry Experience: SaaS. Education: High School. Skills: CRM, Negotiation, Prospecting, Pipeline Management, Discovery Calls, Closing, Account Management, Lead Generation. Professional Summary: Sales Representative with 6 years of experience in SaaS.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.'],
    ['Job Title: Sales Representative. Required Seniority: Mid. Industry: E-commerce. Must-Have Skills: Prospecting, Negotiation, Outbound Outreach. Nice-to-Have Skills: CRM. Job Description: We are hiring a Sales Representative to support teams in E-commerce.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.', 'Candidate Role: Sales Representative. Seniority Level: Mid. Years of Experience: 5. Industry Experience: E-commerce. Education: High School. Skills: Outbound Outreach, Closing, Forecasting, Negotiation, Pipeline Management, Prospecting, Lead Generation. Professional Summary: Sales Representative with 5 years of experience in E-commerce.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.'],
    ['Job Title: Program Coordinator. Required Seniority: Senior. Industry: Retail. Must-Have Skills: Reporting, Risk Management, Process Improvement, Timeline Management, KPIs. Nice-to-Have Skills: Stakeholder Communication. Job Description: We are hiring a Program Coordinator to support teams in Retail.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.', 'Candidate Role: Program Coordinator. Seniority Level: Senior. Years of Experience: 11. Industry Experience: FinTech. Education: BA. Skills: Risk Management, Project Planning, KPIs, Jira, Reporting, Timeline Management, Asana, Process Improvement. Professional Summary: Program Coordinator with 11 years of experience in FinTech.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.'],
]
scores = model.predict(pairs)
print(scores)
# [-0.3621  4.0586 -0.2727 -0.2522 -0.4119]

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    'Job Title: Customer Support Specialist. Required Seniority: Junior. Industry: FinTech. Must-Have Skills: Ticketing, Documentation, Root Cause Analysis, Communication. Nice-to-Have Skills: Troubleshooting. Job Description: We are hiring a Customer Support Specialist to support teams in FinTech.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.',
    [
        'Candidate Role: Customer Support Specialist. Seniority Level: Senior. Years of Experience: 9. Industry Experience: Retail. Education: High School. Skills: Ticketing, Documentation, Communication, Root Cause Analysis, SLA, Escalations, Troubleshooting, Intercom. Professional Summary: Customer Support Specialist with 9 years of experience in Retail.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.',
        'Candidate Role: Financial Analyst. Seniority Level: Junior. Years of Experience: 2. Industry Experience: E-commerce. Education: MBA. Skills: Variance Analysis, KPIs, Reporting, Budgeting, Accounting, Valuation. Professional Summary: Financial Analyst with 2 years of experience in E-commerce.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.',
        'Candidate Role: Sales Representative. Seniority Level: Mid. Years of Experience: 6. Industry Experience: SaaS. Education: High School. Skills: CRM, Negotiation, Prospecting, Pipeline Management, Discovery Calls, Closing, Account Management, Lead Generation. Professional Summary: Sales Representative with 6 years of experience in SaaS.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.',
        'Candidate Role: Sales Representative. Seniority Level: Mid. Years of Experience: 5. Industry Experience: E-commerce. Education: High School. Skills: Outbound Outreach, Closing, Forecasting, Negotiation, Pipeline Management, Prospecting, Lead Generation. Professional Summary: Sales Representative with 5 years of experience in E-commerce.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.',
        'Candidate Role: Program Coordinator. Seniority Level: Senior. Years of Experience: 11. Industry Experience: FinTech. Education: BA. Skills: Risk Management, Project Planning, KPIs, Jira, Reporting, Timeline Management, Asana, Process Improvement. Professional Summary: Program Coordinator with 11 years of experience in FinTech.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.',
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Training Details

Training Dataset

Unnamed Dataset

Size: 120,000 training samples
Columns: job_text, resume_text, and label

Approximate statistics based on the first 100 samples:

	job_text	resume_text	label
type	string	string	float
modality	text	text
details	min: 117 tokens mean: 125.18 tokens max: 136 tokens	min: 92 tokens mean: 101.44 tokens max: 112 tokens	min: 0.0 mean: 0.45 max: 1.0

Samples:

job_text	resume_text	label
Job Title: Technical Support Specialist. Required Seniority: Junior. Industry: FinTech. Must-Have Skills: Escalations, SLA, Documentation, Communication, Intercom. Nice-to-Have Skills: Ticketing. Job Description: We are hiring a Technical Support Specialist to support teams in FinTech.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.	Candidate Role: Customer Success Associate. Seniority Level: Mid. Years of Experience: 2. Industry Experience: E-commerce. Education: BA. Skills: Intercom, SLA, Customer Satisfaction, Documentation, Root Cause Analysis, Communication, Ticketing. Professional Summary: Customer Success Associate with 2 years of experience in E-commerce.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.	`1.0`
Job Title: FP&A Analyst. Required Seniority: Junior. Industry: Logistics. Must-Have Skills: Forecasting, KPIs, Reporting, Accounting. Nice-to-Have Skills: Financial Modeling. Job Description: We are hiring a FP&A Analyst to support teams in Logistics.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.	Candidate Role: Financial Analyst. Seniority Level: Senior. Years of Experience: 7. Industry Experience: E-commerce. Education: High School. Skills: Excel, Accounting, Cash Flow, Reporting, Variance Analysis, Financial Modeling, Valuation, Forecasting. Professional Summary: Financial Analyst with 7 years of experience in E-commerce.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.	`1.0`
Job Title: Content Marketer. Required Seniority: Senior. Industry: Travel. Must-Have Skills: SEO, Copywriting, Meta Ads, Email Marketing, Google Ads. Nice-to-Have Skills: Content Marketing. Job Description: We are hiring a Content Marketer to support teams in Travel.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.	Candidate Role: Content Marketer. Seniority Level: Junior. Years of Experience: 0. Industry Experience: Retail. Education: MSc. Skills: Copywriting, Conversion Optimization, Landing Pages, Content Marketing, Google Ads, Meta Ads, A/B Testing, SEO. Professional Summary: Content Marketer with 0 years of experience in Retail.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.	`0.0`

Loss: BinaryCrossEntropyLoss with these parameters:

{
    "activation_fn": "torch.nn.modules.linear.Identity",
    "pos_weight": null
}

Evaluation Dataset

Unnamed Dataset

Size: 15,000 evaluation samples
Columns: job_text, resume_text, and label

Approximate statistics based on the first 100 samples:

	job_text	resume_text	label
type	string	string	float
modality	text	text
details	min: 116 tokens mean: 125.31 tokens max: 134 tokens	min: 91 tokens mean: 100.88 tokens max: 111 tokens	min: 0.0 mean: 0.4 max: 1.0

Samples:

job_text	resume_text	label
Job Title: Customer Support Specialist. Required Seniority: Junior. Industry: FinTech. Must-Have Skills: Ticketing, Documentation, Root Cause Analysis, Communication. Nice-to-Have Skills: Troubleshooting. Job Description: We are hiring a Customer Support Specialist to support teams in FinTech.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.	Candidate Role: Customer Support Specialist. Seniority Level: Senior. Years of Experience: 9. Industry Experience: Retail. Education: High School. Skills: Ticketing, Documentation, Communication, Root Cause Analysis, SLA, Escalations, Troubleshooting, Intercom. Professional Summary: Customer Support Specialist with 9 years of experience in Retail.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.	`0.0`
Job Title: Junior Accountant. Required Seniority: Senior. Industry: Travel. Must-Have Skills: Valuation, Forecasting, Variance Analysis, KPIs. Nice-to-Have Skills: Budgeting. Job Description: We are hiring a Junior Accountant to support teams in Travel.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.	Candidate Role: Financial Analyst. Seniority Level: Junior. Years of Experience: 2. Industry Experience: E-commerce. Education: MBA. Skills: Variance Analysis, KPIs, Reporting, Budgeting, Accounting, Valuation. Professional Summary: Financial Analyst with 2 years of experience in E-commerce.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.	`1.0`
Job Title: Sales Representative. Required Seniority: Senior. Industry: Cybersecurity. Must-Have Skills: Prospecting, Account Management, Pipeline Management, Closing. Nice-to-Have Skills: Negotiation. Job Description: We are hiring a Sales Representative to support teams in Cybersecurity.. Responsibilities: Deliver high-quality work aligned with goals and timelines; Collaborate with stakeholders and communicate progress clearly; Improve processes and contribute to measurable outcomes. Requirements: Relevant experience and ability to learn quickly; Strong communication and ownership mindset; Comfort working with tools, data, and cross-functional teams.	Candidate Role: Sales Representative. Seniority Level: Mid. Years of Experience: 6. Industry Experience: SaaS. Education: High School. Skills: CRM, Negotiation, Prospecting, Pipeline Management, Discovery Calls, Closing, Account Management, Lead Generation. Professional Summary: Sales Representative with 6 years of experience in SaaS.. Experience Highlights: Delivered results using structured workflows and clear communication; Collaborated with stakeholders to define needs and execute tasks; Maintained reporting and documentation to support team performance.	`0.0`

Loss: BinaryCrossEntropyLoss with these parameters:

{
    "activation_fn": "torch.nn.modules.linear.Identity",
    "pos_weight": null
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 32
num_train_epochs: 2
learning_rate: 2e-05
warmup_steps: 0.1
weight_decay: 0.01
fp16: True
auto_find_batch_size: True
per_device_eval_batch_size: 32
eval_accumulation_steps: 4
load_best_model_at_end: True
data_seed: 42
dataloader_num_workers: 2
dataloader_persistent_workers: True

All Hyperparameters

Click to expand

per_device_train_batch_size: 32
num_train_epochs: 2
max_steps: -1
learning_rate: 2e-05
lr_scheduler_type: linear
lr_scheduler_kwargs: None
warmup_steps: 0.1
optim: adamw_torch_fused
optim_args: None
weight_decay: 0.01
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
optim_target_modules: None
gradient_accumulation_steps: 1
average_tokens_across_devices: True
max_grad_norm: 1.0
label_smoothing_factor: 0.0
bf16: False
fp16: True
bf16_full_eval: False
fp16_full_eval: False
tf32: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
use_liger_kernel: False
liger_kernel_config: None
use_cache: False
neftune_noise_alpha: None
torch_empty_cache_steps: None
auto_find_batch_size: True
log_on_each_node: True
logging_nan_inf_filter: True
include_num_input_tokens_seen: no
log_level: passive
log_level_replica: warning
disable_tqdm: False
project: huggingface
trackio_space_id: None
trackio_bucket_id: None
trackio_static_space_id: None
per_device_eval_batch_size: 32
prediction_loss_only: True
eval_on_start: False
eval_do_concat_batches: True
eval_use_gather_object: False
eval_accumulation_steps: 4
include_for_metrics: []
batch_eval_metrics: False
save_only_model: False
save_on_each_node: False
enable_jit_checkpoint: False
push_to_hub: False
hub_private_repo: None
hub_model_id: None
hub_strategy: every_save
hub_always_push: False
hub_revision: None
load_best_model_at_end: True
ignore_data_skip: False
restore_callback_states_from_checkpoint: False
full_determinism: False
seed: 42
data_seed: 42
use_cpu: False
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
parallelism_config: None
dataloader_drop_last: False
dataloader_num_workers: 2
dataloader_pin_memory: True
dataloader_persistent_workers: True
dataloader_prefetch_factor: None
remove_unused_columns: True
label_names: None
train_sampling_strategy: random
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
ddp_static_graph: None
ddp_backend: None
ddp_timeout: 1800
fsdp: None
fsdp_config: None
deepspeed: None
debug: []
skip_memory_metrics: True
do_predict: False
resume_from_checkpoint: None
warmup_ratio: None
local_rank: -1
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss	Validation Loss
0.0003	1	1.1285	-
0.0267	100	0.9878	-
0.0533	200	0.7241	-
0.08	300	0.6373	-
0.1067	400	0.5818	-
0.1333	500	0.5057	-
0.16	600	0.4458	-
0.1867	700	0.4322	-
0.2133	800	0.3922	-
0.24	900	0.3820	-
0.2667	1000	0.3756	0.3510
0.2933	1100	0.3824	-
0.32	1200	0.3423	-
0.3467	1300	0.3432	-
0.3733	1400	0.3643	-
0.4	1500	0.3589	-
0.4267	1600	0.3619	-
0.4533	1700	0.3572	-
0.48	1800	0.3604	-
0.5067	1900	0.3362	-
0.5333	2000	0.3453	0.3266
0.56	2100	0.3397	-
0.5867	2200	0.3627	-
0.6133	2300	0.3620	-
0.64	2400	0.3257	-
0.6667	2500	0.3533	-
0.6933	2600	0.3408	-
0.72	2700	0.3269	-
0.7467	2800	0.3446	-
0.7733	2900	0.3380	-
0.8	3000	0.3529	0.3219
0.8267	3100	0.3423	-
0.8533	3200	0.3213	-
0.88	3300	0.3529	-
0.9067	3400	0.3523	-
0.9333	3500	0.3403	-
0.96	3600	0.3344	-
0.9867	3700	0.3503	-
1.0133	3800	0.3468	-
1.04	3900	0.3213	-
1.0667	4000	0.3421	0.3219
1.0933	4100	0.3465	-
1.12	4200	0.3227	-
1.1467	4300	0.3392	-
1.1733	4400	0.3268	-
1.2	4500	0.3257	-
1.2267	4600	0.3328	-
1.2533	4700	0.3453	-
1.28	4800	0.3377	-
1.3067	4900	0.3268	-
1.3333	5000	0.3402	0.3160
1.3600	5100	0.3420	-
1.3867	5200	0.3129	-
1.4133	5300	0.3434	-
1.44	5400	0.3416	-
1.4667	5500	0.3468	-
1.4933	5600	0.3231	-
1.52	5700	0.3163	-
1.5467	5800	0.3165	-
1.5733	5900	0.3356	-
1.6	6000	0.3245	0.3128
1.6267	6100	0.3204	-
1.6533	6200	0.3091	-
1.6800	6300	0.3355	-
1.7067	6400	0.3318	-
1.7333	6500	0.3407	-
1.76	6600	0.3303	-
1.7867	6700	0.3145	-
1.8133	6800	0.3388	-
1.8400	6900	0.3334	-
1.8667	7000	0.3249	0.3131
1.8933	7100	0.3379	-
1.92	7200	0.3195	-
1.9467	7300	0.3294	-
1.9733	7400	0.3312	-
2.0	7500	0.3255	0.3127

The bold row denotes the saved checkpoint.

Training Time

Training: 9.4 minutes

Framework Versions

Python: 3.12.13
Sentence Transformers: 5.6.0
Transformers: 5.13.1
PyTorch: 2.11.0+cu128
Accelerate: 1.14.0
Datasets: 4.0.0
Tokenizers: 0.22.2

Additional Resources

Training and Finetuning Reranker Models with Sentence Transformers: the end-to-end guide for training or finetuning Cross Encoder (reranker) models.
Multimodal Embedding & Reranker Models with Sentence Transformers: use text, image, audio, and video reranker models through the same API.
Training and Finetuning Multimodal Embedding & Reranker Models with Sentence Transformers: training multimodal Cross Encoders.

Citation

BibTeX

Sentence Transformers

@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",
}