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SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: MPNetModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)pip install -U sentence-transformers1from sentence_transformers import SentenceTransformer
2
3# Download from the 🤗 Hub
4model = SentenceTransformer("Areeb-02/mpnet-base-GISTEmbedLoss-MSEE_Evaluator-salestax-docs")
5# Run inference
6sentences = [
7 'Based on the context information provided, what are the different gross receipts tax rates for businesses in San Francisco for tax years 2022, 2023, and 2024?',
8 '$9.75 per $1,000) for taxable gross receipts over $25,000,000\n44SANCO\n2024 NAY LO\n(D) For tax year 2024 if the Controller certifies under Section 953.10 that the\nDEPARTMENT OF\n95% gross receipts threshold has been met for tax year 2024, and for tax years beginning on or after\nJanuary 1, 2025:\n0.814% (e.g. $8.14 per $1,000) for taxable gross receipts between $0 and $1,000,000\n0.853% (e.g. $8.53 per $1,000) for taxable gross receipts between $1,000,000.01 and\n$2,500,000\n0.93% (e.g. $9.30 per $1,000) for taxable gross receipts between $2,500,000.01 and\n$25,000,000\n1.008% (e.g. $10.08 per $1,000) for taxable gross receipts over $25,000,000\n(3) For all business activities not otherwise exempt and not elsewhere\nsubjected to a gross receipts tax rate or an administrative office tax by this Article 12-A-1:\n(B) For tax years 2022 and, if the Controller does not certify under\nSection 953.10 that the 90% gross receipts threshold has been met for tax year 2023, for tax\nyear 2023:\n0.788% (e.g. $7.88 per $1,000) for taxable gross receipts between $0 and $1,000,000\n0.825% (e.g. $8.25 per $1,000) for taxable gross receipts between $1,000,000.01 and\n$2,500,000\n0.9% (e.g. $9 per $1,000) for taxable gross receipts between $2,500,000.01 and\n$25,000,000\n0.975% (e.g. $9.75 per $1,000) for taxable gross receipts over $25,000,000\n(C) For tax year 2023 if the Controller certifies under Section 953.10 that the\n90% gross receipts threshold has been met for tax year 2023,',
9 '(d) In no event shall the credit under this Section 960.4 reduce a person or combined group\'s\nGross Receipts Tax liability to less than $0 for any tax year. The credit under this Section shall not be\nrefundable and may not be carried forward to a subsequent year.\nSEC. 966. CONTROLLER REPORTS.\nThe Controller shall prepare reports by September 1, 2026, and September 1, 2027,\nrespectively, that discuss current economic conditions in the City and the performance of the tax system\nrevised by the voters in the ordinance adding this Section 966.\nSection 6. Article 21 of the Business and Tax Regulations Code is hereby amended by\nrevising Section 2106 to read as follows:\nSEC. 2106. SMALL BUSINESS EXEMPTION.\n(a) For tax years ending on or before December 31, 2024, nNotwithstanding any other\nprovision of this Article 21, a person or combined group exempt from payment of the gross\nreceipts tax under Section 954.1 of Article 12-A-1, as amended from time to time, shall also\nbe exempt from payment of the Early Care and Education Commercial Rents Tax.\n79SAN\nDL W(b) For tax years beginning on or after January 1, 2025, notwithstanding any other provision\nof this Article 21, a "small business enterprise" shall be exempt from payment of the Early Care and\nEducation Commercial Rents Tax. For purposes of this subsection (b), the term "small business\nenterprise" shall mean any person or combined group whose gross receipts within the City, determined\nunder Article 12-A-1, did not exceed $2,325,000, adjusted annually in accordance with the increase in\nthe Consumer Price Index: All Urban Consumers for the San Francisco/Oakland/Hayward Area for All\nItems as reported by the United States Bureau of Labor Statistics, or any successor to that index, as of\nDecember 31 of the calendar year two years prior to the tax year, beginning with tax year 2026, and\nrounded to the nearest $10,000. This subsection (b) shall not apply to a person or combined group\nsubject to a tax on administrative office business activities in Section 953.8 of Article 12-A-1.\nSection 7.',
10]
11embeddings = model.encode(sentences)
12print(embeddings.shape)
13# [3, 768]
14
15# Get the similarity scores for the embeddings
16similarities = model.similarity(embeddings, embeddings)
17print(similarities.shape)
18# [3, 3]stsb-devMSEEvaluator| Metric | Value |
|---|---|
| negative_mse | -2.4282 |
sentence1 and sentence2| sentence1 | sentence2 | |
|---|---|---|
| type | string | string |
| details |
|
|
| sentence1 | sentence2 |
|---|---|
What types of businesses are subject to the gross receipts tax in San Francisco, and how is their San Francisco gross receipts calculated? What are the current rates for this tax, and are there any exemptions or scheduled increases? | The Way It Is Now[object Object]CHANGES TO BUSINESS TAXES[object Object]The City collects various business taxes on an annual basis including:[object Object]O[object Object]•[object Object]SAN FRANCISCO[object Object]FILED[object Object]2024 MAY 15 PM 3:10[object Object]DEPARTMENT OF ELECTIONS[object Object]A gross receipts tax that is a percentage of a business's San Francisco gross receipts.[object Object]Depending on business type, the City determines a business's San Francisco gross[object Object]receipts based on sales in San Francisco, payroll expenses for employees working there,[object Object]or both. Rates range from 0.053% to 1.008% and are scheduled to increase in coming[object Object]years. Rates depend on business type, and higher rates apply as a business generates[object Object]more gross receipts. For 2023, most businesses with gross receipts up to $2.19 million[object Object]are exempt.[object Object]A homelessness gross receipts tax that is an additional tax on businesses with San[object Object]Francisco gross receipts over $50 million. Rates range from 0.175% to 0.69%.[object Object]An overpaid executive gross receipts tax that is an additional tax on businesses that pay[object Object]their highest-paid managerial employee much higher than the median compensation they[object Object]pay their San Francisco employees. Rates are between 0.1% and 0.6%.[object Object]A business registration fee that is an additional tax. For most businesses the fee is[object Object]currently between $47 and $45,150, based on business type and amount of gross receipts.[object Object]• An administrative office tax on payroll expenses that certain large businesses pay instead[object Object]of these other business taxes. The combined rates in 2024 range from 3.04% to 5.44%,[object Object]and in 2025 are scheduled to range from 3.11% to 5.51%. Business registration fees for[object Object]these businesses currently range from $19,682 to $45,928.[object Object]State law limits the total revenue, including tax revenue, the City may spend each year. The[object Object]voters may approve increases to this limit for up to four years. |
What is the homelessness gross receipts tax, and which businesses are required to pay it? What are the current rates for this tax, and how do they vary based on the amount of San Francisco gross receipts? Are there any exemptions or scheduled increases for this tax? | The Way It Is Now[object Object]CHANGES TO BUSINESS TAXES[object Object]The City collects various business taxes on an annual basis including:[object Object]O[object Object]•[object Object]SAN FRANCISCO[object Object]FILED[object Object]2024 MAY 15 PM 3:10[object Object]DEPARTMENT OF ELECTIONS[object Object]A gross receipts tax that is a percentage of a business's San Francisco gross receipts.[object Object]Depending on business type, the City determines a business's San Francisco gross[object Object]receipts based on sales in San Francisco, payroll expenses for employees working there,[object Object]or both. Rates range from 0.053% to 1.008% and are scheduled to increase in coming[object Object]years. Rates depend on business type, and higher rates apply as a business generates[object Object]more gross receipts. For 2023, most businesses with gross receipts up to $2.19 million[object Object]are exempt.[object Object]A homelessness gross receipts tax that is an additional tax on businesses with San[object Object]Francisco gross receipts over $50 million. Rates range from 0.175% to 0.69%.[object Object]An overpaid executive gross receipts tax that is an additional tax on businesses that pay[object Object]their highest-paid managerial employee much higher than the median compensation they[object Object]pay their San Francisco employees. Rates are between 0.1% and 0.6%.[object Object]A business registration fee that is an additional tax. For most businesses the fee is[object Object]currently between $47 and $45,150, based on business type and amount of gross receipts.[object Object]• An administrative office tax on payroll expenses that certain large businesses pay instead[object Object]of these other business taxes. The combined rates in 2024 range from 3.04% to 5.44%,[object Object]and in 2025 are scheduled to range from 3.11% to 5.51%. Business registration fees for[object Object]these businesses currently range from $19,682 to $45,928.[object Object]State law limits the total revenue, including tax revenue, the City may spend each year. The[object Object]voters may approve increases to this limit for up to four years. |
What is the proposed measure that voters may approve to change the City's business taxes in San Francisco? | The[object Object]voters may approve increases to this limit for up to four years.[object Object]The Proposal[object Object]The proposed measure would change the City's business taxes to:[object Object]•[object Object]For the gross receipts tax:[object Object]○ recategorize business types, reducing the number from 14 to seven;[object Object]determine San Francisco gross receipts for some businesses based less on payroll[object Object]expenses and more on sales;[object Object]o change rates to between 0.1% and 3.716%; and[object Object]exempt most businesses with gross receipts up to $5 million (increased by[object Object]inflation).[object Object]Apply the homelessness gross receipts tax on business activities with San Francisco gross[object Object]receipts over $25 million, at rates between 0.162% and 1.64%.[object Object]Modify how the City calculates the overpaid executive gross receipts tax and who pays[object Object]that tax, and set rates between 0.02% and 0.129%.[object Object]Adjust business registration fees to between $55 and $60,000 (increased by inflation).Adjust the administrative office tax rates for certain large businesses to range from 2.97%[object Object]to 3.694%, and the business registration fees for these taxpayers to between $500 and[object Object]$35,000 (increased by inflation).[object Object]Make administrative and other changes to the City's business taxes.[object Object]The homelessness gross receipts tax would continue to fund services for people experiencing[object Object]homelessness and homelessness prevention. The City would use the other taxes for general[object Object]government purposes.[object Object]All these taxes would apply indefinitely until repealed.[object Object]This proposal would increase the City's spending limit for four years.SALITA CO[object Object]2024 MAY 10 PH 1:27[object Object]DEPARTMENT OF ELECTI[object Object]"Local Small Business Tax Cut Ordinance"[object Object]Be it ordained by the People of the City and County of San Francisco:[object Object]NOTE:[object Object]Unchanged Code text and uncodified text are in plain font.[object Object]Additions to Codes are in single-underline italics Times New Roman font.[object Object]Deletions to Codes are in strikethrough italics Times New Roman font.[object Object]Asterisks (* * * *) indicate the omission of unchanged Code[object Object]subsections or parts of tables.[object Object]Section 1. Title. This initiative is known and may be referred to as the "Local Small[object Object]Business Tax Cut Ordinance."[object Object]Section 2. Article 2 of the Business and Tax Regulations Code is hereby amended by[object Object]revising Section 76.3 to read as follows:[object Object]SEC. 76.3. |
GISTEmbedLoss with these parameters:
1{'guide': SentenceTransformer(
2 (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel
3 (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
4 (2): Normalize()
5), 'temperature': 0.01}eval_strategy: stepsper_device_train_batch_size: 16per_device_eval_batch_size: 16num_train_epochs: 1warmup_ratio: 0.1overwrite_output_dir: Falsedo_predict: Falseeval_strategy: stepsprediction_loss_only: Trueper_device_train_batch_size: 16per_device_eval_batch_size: 16per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 1eval_accumulation_steps: Nonelearning_rate: 5e-05weight_decay: 0.0adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1.0num_train_epochs: 1max_steps: -1lr_scheduler_type: linearlr_scheduler_kwargs: {}warmup_ratio: 0.1warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falseuse_ipex: Falsebf16: Falsefp16: Falsefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Falsedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Falseignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torchoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Falseresume_from_checkpoint: Nonehub_model_id: Nonehub_strategy: every_savehub_private_repo: Falsehub_always_push: Falsegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseeval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: Nonepush_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Nonedispatch_batches: Nonesplit_batches: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: Falseneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falsebatch_sampler: batch_samplermulti_dataset_batch_sampler: proportional| Epoch | Step | stsb-dev_negative_mse |
|---|---|---|
| 0 | 0 | -2.4282 |
1@inproceedings{reimers-2019-sentence-bert,
2 title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
3 author = "Reimers, Nils and Gurevych, Iryna",
4 booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
5 month = "11",
6 year = "2019",
7 publisher = "Association for Computational Linguistics",
8 url = "https://arxiv.org/abs/1908.10084",
9}1@misc{solatorio2024gistembed,
2 title={GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning},
3 author={Aivin V. Solatorio},
4 year={2024},
5 eprint={2402.16829},
6 archivePrefix={arXiv},
7 primaryClass={cs.LG}
8}