--- 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](https://www.sbert.net/docs/cross_encoder/usage/usage.html) model finetuned from [cross-encoder/ms-marco-MiniLM-L6-v2](https://huggingface.co/cross-encoder/ms-marco-MiniLM-L6-v2) 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:** [cross-encoder/ms-marco-MiniLM-L6-v2](https://huggingface.co/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](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/huggingface/sentence-transformers) - **Hugging Face:** [Cross Encoders on Hugging Face](https://huggingface.co/models?library=sentence-transformers&other=cross-encoder) ### 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: ```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 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 | | | | * 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](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 } ``` ### 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 | | | | * 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](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`: 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](https://huggingface.co/blog/train-reranker): the end-to-end guide for training or finetuning Cross Encoder (reranker) models. - [Multimodal Embedding & Reranker Models with Sentence Transformers](https://huggingface.co/blog/multimodal-sentence-transformers): use text, image, audio, and video reranker models through the same API. - [Training and Finetuning Multimodal Embedding & Reranker Models with Sentence Transformers](https://huggingface.co/blog/train-multimodal-sentence-transformers): training multimodal Cross Encoders. ## 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", } ```