README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:10000
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget:
  - source_sentence: >-
      query: What are the conditions under which the full payment of the Note
      can be secured?
    sentences:
      - >-
        accordance with U.S. Securities and Exchange Commission (“SEC”)
        Rule13d-3. 5.Security. The full and timely payment of this Note
        (together with the Maker’s obligations under a Purchase Agreement of
        this date among Maker, Payee and Whitebox Advisors, LLC) shall be
        secured by a Pledge Agreement of this date (the “Pledge Agreement”).
        6.Optional Prepayments. The Maker may prepay this Note, in whole or in
        part, and in cash, without penalty by Maker upon fifteen days written
        notice to Payee. Prepayments shall be applied first to accrued but
        unpaid interest and then to principal.
        --------------------------------------------------------------------------------
        7.Default. The occurrence of any one or more of the following events
        shall constitute an event of default, upon which Payee may declare the
        entire principal amount of this Note, together with all accrued but
        unpaid
      - >-
        or the Indenture Trustee or a Responsible Person of the Servicer has
        knowledge of the failure, (C)during the period the Servicer uses all
        commercially reasonable efforts to perform its obligations under this
        Agreement and (D)the Servicer promptly notifies the Owner Trustee, the
        Indenture Trustee, the Depositor and the Noteholders of the failure,
        including a description of the Servicer’s efforts to correct the
        failure; or (2) (A)the failure would not reasonably be expected to, or
        after investigation and quantification does not, result in a failure to
        pay or deposit an amount greater than 0.05% of the Note Balance of the
        Notes, and (B)the failure does not continue for more than (i)if the
        Servicer’s long-term debt is rated investment grade by all Rating
        Agencies, 90 days after the Servicer receives
      - >-
        the following conditions or events shall occur and be continuing: (a)the
        Issuer defaults in the payment of any principal or Make-Whole Amount, if
        any, on any Note when the same becomes due and payable, whether at
        maturity or at a date fixed for prepayment or by declaration or
        otherwise; or (b)the Issuer defaults in the payment of any interest on
        any Note for more than five Business Days after the same becomes due and
        payable; or (c)either Constituent Company defaults in the performance of
        or compliance with any term contained in Section 7.1(d), Section 9.5(b),
        (c) or (d), Section 9.7 or Section 10; or (d)either Constituent Company
        or any Subsidiary Guarantor defaults in the performance of or compliance
        withany term contained herein or in the Subsidiary Guaranty Agreement
  - source_sentence: >-
      query: What happens to the RSUs if the Grantee terminates their employment
      before the Performance Goals are achieved?
    sentences:
      - >-
        7 to the contrary, if the Grantee elects to defer the settlement of the
        RSUs pursuant to the Company’s Executive Deferred Compensation Plan (or
        any other non-qualified deferred compensation plan providing for the
        ability to defer settlement of the RSUs), then the time, form and medium
        of payment with respect to any deferred RSUs shall be made pursuant to
        the terms and conditions of the Executive Deferred Compensation Plan (or
        similar non-qualified deferred compensation plan). 5.Forfeiture. Except
        as otherwise provided in Sections 6 and 7, the Grantee will forfeit his
        or her interest in the RSUs to the extent the Performance Goals are not
        achieved during the 2
        --------------------------------------------------------------------------------
        Performance Period or if the Grantee terminates his or her employment
        with the Company or any of its Subsidiaries
      - >-
        the Change of Control Period is terminated prior to the Restriction
        Lapse Date, either (A)by the Company other than for Cause or (B)by the
        Grantee for Good Reason and the Grantee in both cases has remained in
        continuous Service through the date of termination, then all RSUs shall
        be immediately vested. If a Change of Control occurs subsequent to the
        last day of the Performance Period, but prior to the Restriction Lapse
        Date, then PSUs shall be converted to RSUs only after calculation of
        Free Cash Flow, provided, however, in the event that the Company has
        failed to achieve the Minimum Free Cash Flow for the Performance Period,
        then all PSUs shall be forfeited regardless of the Change of Control
        occurring after the end of the Performance Period.
      - >-
        between the parties as to enforceability of Section9 or the terms
        contained in Section9(i), notwithstanding the outcome of any such
        dispute, shall be the sole responsibility of the Company, and the
        Company shall not take any action to seek reimbursement from you for
        such expenses. (i) The noncompetition periods described in Section8 of
        this Agreement shall be suspended while you engage in any activities in
        breach of this Agreement. In the event that a court grants injunctive
        relief to the Company for your failure to comply with Section8, the
        noncompetition period shall begin again on the date such injunctive
        relief is granted. (j) Nothing contained in this Section9 shall be
        construed as limiting your obligations under Sections 6, 7, or 8 of this
        Agreement concerning Confidential Information, Inventions,
  - source_sentence: >-
      query: What modifications are made to Section 12.1(d) of the Equity
      Definitions in the context of a Share-for-Combined merger event?
    sentences:
      - >-
        Section 14.07 of the Indenture. Tender Offers: Applicable; provided that
        notwithstanding Section 12.1(d) of the Equity Definitions, a “Tender
        Offer” means the occurrence of any event or condition set forth in
        Section 14.04(e) of the Indenture. Consequences of Merger Events /
        Tender Offers: Notwithstanding Section 12.2 and Section 12.3 of the
        Equity Definitions, upon the occurrence of a Merger Event or a Tender
        Offer, the Calculation Agent shall make, to the extent an analogous
        adjustment is required to be made pursuant to the Indenture, a
        corresponding adjustment in respect of any such adjustment under the
        Indenture to any one or more of the nature of the Shares (in the case of
        a Merger Event), Strike Price, Number of Options and Option Entitlement,
        subject to the second paragraph under
      - >-
        Group nor any of their respective directors, executive officers, brokers
        or other agents acting or benefiting in any capacity in connection with
        the Facility: (a) is currently subject to any sanctions administered by
        OFAC or any similar sanctions imposed by the European Union, Singapore,
        the United Kingdom, the United Nations Security Council, the United
        States or any other country (together, “Sanctions”); (b) is a Designated
        Person; (c) conducts any business or engages in making or receiving any
        contribution of funds, goods or services to or for the benefit of any
        Designated Person; (d) deals in, or otherwise engages in any transaction
        relating to, any property or interest in property blocked pursuant to
        any Anti-Terrorism Law; or (e) engages in or conspires to engage in any
        transaction that evades
      - >-
        related Supplemental Confirmation. Extraordinary Events:
        ConsequencesofMergerEvents: (a) Share-for-Share: Modified Calculation
        Agent Adjustment (b) Share-for-Other: Cancellation and Payment (c)
        Share-for-Combined: Component Adjustment Tender Offer: Applicable;
        provided that (i)Section12.1(d) of the Equity Definitions shall be
        amended by replacing “10%” in the third line thereof with “20%,” (ii)
        Section12.1(1) of the Equity Definitions shall be amended (x)by deleting
        the parenthetical in the fifth line thereof, (y)by replacing “that” in
        the fifth line thereof with “whether or not such announcement” and (z)by
        adding immediately after the words “Tender Offer” in the fifth line
        thereof “, and any publicly announced change or amendment to such an
        announcement (including the announcement of an abandonment of such
        intention)” and (iii)Sections 12.3(a) and 12.3(d) of the Equity
        Definitions shall each be amended by replacing each occurrence
  - source_sentence: >-
      query: When do participant's rights to vested Restricted Share Units
      become nonforfeitable?
    sentences:
      - >-
        Participant’s rights to such vested number of Restricted Share Units
        shall become nonforfeitable as of the last day of the Performance
        Period, subject to Section 3(d) below. Except as provided in Section
        3(b) or (c) below, to the extent that such Performance Criteria have not
        been satisfied as of the last day of the Performance Period, any portion
        of the Restricted Share Units awarded under this Agreement that does not
        vest, as calculated in accordance with Section 4, shall be canceled
        immediately and shall not be payable to the Participant. Prior to the
        issuance of any Shares in settlement of any Restricted Share Units, the
        Committee shall certify in writing (which may be set forth in the
        minutes of a meeting of the Committee) the extent to which
      - >-
        practical after each Vesting Date. vi. In exchange for receipt of
        consideration in the form of the Restricted Stock award pursuant to this
        Agreement, and other good and valuable consideration, Grantee agrees
        that Grantee shall comply with the confidentiality, inventions,
        non-solicitation and non-competition provisions attached hereto as
        Exhibit B. vii. Notwithstanding the other provisions of this Agreement,
        in the event of a Change in Control prior to the Vesting Date, all
        Shares of Restricted Stock shall become fully vested and nonforfeitable
        as of the date of the Change in Control. The Company shall transfer the
        Shares of Restricted Stock that become vested pursuant to this provision
        to an unrestricted account in the name of the Grantee as soon as
        practical after the date of the Change in Control.
      - >-
        less than a majority of the combined voting power of the resulting
        entity immediately after the merger or consolidation is held by persons
        who were shareholders of the Bank or the Company immediately before the
        merger or consolidation; ii. Change in Board Composition: During any
        period of two consecutive years, individuals who constitute the Boards
        of Directors of the Bank or the Company at the beginning of the two-year
        period cease for any reason (other than as required by the Order to
        Cease and Desist dated June6, 2005 entered into by the Bank with the
        Office of Thrift Supervision) to constitute at least a majority of the
        Boards of Directors of the Bank or the Company; provided, however, that
        for purposes of this clause (iii), each director who
  - source_sentence: >-
      query: Under what conditions will the legend on Series G Units cease to be
      required?
    sentences:
      - >-
        requirement that the Series G Units contain the legend set forth in
        clause (j)above shall cease and terminate upon the earlier of (i)when
        such shares are transferred pursuant to Rule 144 under the 1933 Act or
        (ii)when such securities are transferred in any other transaction if the
        transferor delivers to the Company a written opinion of counsel (which
        opinion and counsel shall be reasonably satisfactory to the Company) to
        the effect that such legend is no longer necessary in order to protect
        the Company against a violation by it of the 1933 Act upon any sale or
        other disposition of such securities without registration thereunder.
        Upon the consummation of an event described in (i)or (ii)above, the
        Company, upon surrender of certificates containing such legend, shall,
        at its own
      - >-
        (b)after-hours. c. There are no Required Removables (as defined in the
        Lease) or Alterations to be removed from the Premises upon the
        expiration or sooner termination of the Lease and neither Sublandlord
        nor Subtenant shall be required to remove any improvements or
        Alterations existing in the Premises as of the date hereof. d. The
        existing Security Devices have been removed from the Premises. 6.
        Additional Rights of Subtenant. Landlord hereby agrees and consents to
        the following exercise of rights by Subtenant under the Lease: a.
        Subtenant shall be permitted to exercise all rights of Sublandlord, as
        tenant, under Section8.7 of the Lease with respect to Roof Equipment,
        which rights shall be subject to the requirements of the Lease,
        including but not limited to Section8.7. In no event shall
      - >-
        Legend on Certificate. Until the eligibility conditions of this Award
        have been satisfied and shares of Stock have been issued in accordance
        with the terms of this Agreement or by action of the Committee, the
        Units awarded hereunder are not transferable and shall not be sold,
        transferred, assigned, pledged, gifted, hypothecated or otherwise
        disposed of or encumbered by you. Transfers of shares of Stock by you
        are subject to the Company’s Stock Trading Policy and applicable
        securities laws. Shares of Stock issued to you in certificate form or to
        your book entry account upon satisfaction of the vesting and other
        conditions of this Award may be restricted from transfer or sale by the
        Company and evidenced by stop-transfer instructions upon your book entry
        account or restricted legend(s) affixed
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on sentence-transformers/all-mpnet-base-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-mpnet-base-v2 on the json dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: sentence-transformers/all-mpnet-base-v2
• Maximum Sequence Length: 384 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity
• Training Dataset:
  • json

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 384, 'do_lower_case': False}) with Transformer model: PeftModelForFeatureExtraction 
  (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})
  (2): Normalize()
)

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 SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'query: Under what conditions will the legend on Series G Units cease to be required?',
    'requirement that the Series G Units contain the legend set forth in clause (j)above shall cease and terminate upon the earlier of (i)when such shares are transferred pursuant to Rule 144 under the 1933 Act or (ii)when such securities are transferred in any other transaction if the transferor delivers to the Company a written opinion of counsel (which opinion and counsel shall be reasonably satisfactory to the Company) to the effect that such legend is no longer necessary in order to protect the Company against a violation by it of the 1933 Act upon any sale or other disposition of such securities without registration thereunder. Upon the consummation of an event described in (i)or (ii)above, the Company, upon surrender of certificates containing such legend, shall, at its own',
    'Legend on Certificate. Until the eligibility conditions of this Award have been satisfied and shares of Stock have been issued in accordance with the terms of this Agreement or by action of the Committee, the Units awarded hereunder are not transferable and shall not be sold, transferred, assigned, pledged, gifted, hypothecated or otherwise disposed of or encumbered by you. Transfers of shares of Stock by you are subject to the Company’s Stock Trading Policy and applicable securities laws. Shares of Stock issued to you in certificate form or to your book entry account upon satisfaction of the vesting and other conditions of this Award may be restricted from transfer or sale by the Company and evidenced by stop-transfer instructions upon your book entry account or restricted legend(s) affixed',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Training Details

Training Dataset

json

• Dataset: json
• Size: 10,000 training samples
• Columns: anchor, positive, and negative
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative
  type	string	string	string
  details	min: 11 tokens mean: 22.14 tokens max: 43 tokens	min: 6 tokens mean: 189.63 tokens max: 384 tokens	min: 64 tokens mean: 195.06 tokens max: 384 tokens

• Samples:

  anchor	positive	negative
  query: What is the effective date of the Fifth Amendment to the Approach Resources Inc. 2007 Stock Incentive Plan?	Exhibit 10.1 FIFTH AMENDMENT TO THE APPROACH RESOURCES INC. 2007 STOCK INCENTIVE PLAN This Fifth Amendment (the “Fifth Amendment”) to the Approach Resources Inc. 2007 Stock Incentive Plan, as amended from time to time (the “Plan”), is made effective as of June 2, 2016 (the “Amendment Effective Date”), by Approach Resources Inc., a Delaware corporation (“Approach”), subject to approval by Approach’s stockholders. W I T N E S S E T H: WHEREAS, Approach established the Plan, originally effective as of June 28, 2007 and most recently amended effective March 2, 2016, under which Approach is authorized to grant equity-based incentive awards to certain employees and service providers of Approach and its subsidiaries; WHEREAS, Section 14.1 of the Plan provides that Approach’s board of directors (the “Board”) may	Exhibit 10.39 AMENDMENT TO THE BPZ RESOURCES, INC. 2007 LONG-TERM INCENTIVE COMPENSATION PLAN WHEREAS, BPZ Resources,Inc. (the “Company”) adopted and maintains the BPZ Energy,Inc. 2007 Long-Term Incentive Compensation Plan (the “Plan”), effective as of June4, 2007, to provide an opportunity for its eligible employees and certain independent contractors to earn long term incentive awards in consideration for their services; WHEREAS, the Company now desires to amend the Plan to reserve additional shares for issuance under the Plan. NOW THEREFORE, effective as of June 20, 2014, the Plan is hereby amended by replacing Section7(a)with the following new Section7(a)that shall read as follows: “(a) Maximum Shares. Subject to adjustment as provided in this Section 7, there is hereby reserved for issuance under the Plan up to 12,000,000 shares of Stock
  query: What is the date on which the Company accepted the subscription?	to acceptance by the Company, the undersigned has completed this Subscription Agreement to evidence his/her/its sub­scrip­tion for participation in the securities of the Company, this ____th day of _________ 2013. Subscriber Printed name If an entity, on behalf of: Subscriber’s position with entity: The Company has accepted this subscription this ____ day of _________ 2012. OverNear, Inc. By Its: Printed Name: Page11 of 19 Subscription Agreement OverNear, Inc. -------------------------------------------------------------------------------- Subscription Documents - Continued OVERNEAR, INC. (THE “COMPANY”) INVESTOR APPLICATION (QUALIFICATION QUESTIONNAIRE) (CONFIDENTIAL) ALL INFORMATION CONTAINED IN THIS APPLICATIONWILL BE TREATEDCONFIDENTIALLY. The undersigned understands, however, that the Company may present this application to such parties as the Company, in his discretion, deems appropriate when called upon to establish that the proposed offer and sale of the Securities are exempt	and each Subscriber is executing and delivering this agreement in reliance upon the exemption from securities registration afforded by Section 4(2) of the Securities Act and Rule 506 of Regulation D as promulgated by the SEC under the Securities Act; and WHEREAS the subscription for the Securities will be made in accordance with and subject to the terms and conditions of this Subscription Agreement and the Company's Confidential Private Placement Memorandum dated January 28, 2014 together with all amendments thereof and supplements and exhibits thereto and as such may be amended from time to time (the "Memorandum"); and WHEREAS, the Subscriber desires to purchase such number of shares of Common Stock (together with the associated Warrants) as set forth on the signature page hereof on the terms and
  query: What percentage of common shares must an entity own to be considered an Acquiring Person under the Rights Agreement?	the mutual agreements herein set forth, the parties agree as follows: Section1. Amendment to Section1.1. Section1.1 of the Rights Agreement is amended to read in its entirety as follows: “1.1 “Acquiring Person” shall mean any Person (as such term is hereinafter defined) who or which, together with all Affiliates and Associates (as such terms are hereinafter defined) of such Person, shall be the Beneficial Owner (as such term is hereinafter defined) of 15% or more of the Common Shares of the Company then outstanding, but shall not include: (i) the Company; (ii) any Subsidiary of the Company; (iii) any employee benefit plan of the Company or of any Subsidiary of the Company or any entity holding shares of capital stock of the Company for or pursuant to the	of more than 25% of the Common Shares outstanding immediately prior to the distribution, and in making this determination the Common Shares to be issued to such Person in the distribution shall be deemed to be held by such Person but shall not be included in the aggregate number of outstanding Common Shares immediately prior to the distribution ("Exempt Acquisitions"); the acquisition of Common Shares upon the exercise of Convertible Securities received by such Person pursuant to a Permitted Bid Acquisition, an Exempt Acquisition or a Pro Rata Acquisition (as defined below) ("Convertible Security Acquisitions"); or acquisitions as a result of a stock dividend, a stock split or other event pursuant to which such Person receives or acquires Common Shares or Convertible Securities on the same pro rata

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 16
• gradient_accumulation_steps: 8
• learning_rate: 0.0001
• num_train_epochs: 1
• lr_scheduler_type: cosine_with_restarts
• warmup_ratio: 0.1
• bf16: True
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: no
• prediction_loss_only: True
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 8
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 8
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 0.0001
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 1
• max_steps: -1
• lr_scheduler_type: cosine_with_restarts
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.1
• 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: True
• 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: False
• hub_always_push: False
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• 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
• dispatch_batches: None
• split_batches: 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
• eval_use_gather_object: False
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss
0.0128	1	0.6274
0.0256	2	0.7466
0.0384	3	0.6275
0.0512	4	0.7828
0.064	5	0.8595
0.0768	6	0.7202
0.0896	7	0.8533
0.1024	8	0.8205
0.1152	9	0.5946
0.128	10	0.6259
0.1408	11	0.6942
0.1536	12	0.5639
0.1664	13	0.5801
0.1792	14	0.6961
0.192	15	0.5709
0.2048	16	0.5827
0.2176	17	0.5587
0.2304	18	0.6785
0.2432	19	0.5421
0.256	20	0.5633
0.2688	21	0.4312
0.2816	22	0.4915
0.2944	23	0.5614
0.3072	24	0.3686
0.32	25	0.4252
0.3328	26	0.4877
0.3456	27	0.4616
0.3584	28	0.3765
0.3712	29	0.4412
0.384	30	0.4257
0.3968	31	0.5719
0.4096	32	0.4199
0.4224	33	0.4739
0.4352	34	0.4306
0.448	35	0.4413
0.4608	36	0.4897
0.4736	37	0.4035
0.4864	38	0.4182
0.4992	39	0.4927
0.512	40	0.3966
0.5248	41	0.3429
0.5376	42	0.4481
0.5504	43	0.5065
0.5632	44	0.3777
0.576	45	0.3732
0.5888	46	0.3587
0.6016	47	0.3732
0.6144	48	0.3401
0.6272	49	0.3553
0.64	50	0.5326
0.6528	51	0.3874
0.6656	52	0.3768
0.6784	53	0.3759
0.6912	54	0.4088
0.704	55	0.3846
0.7168	56	0.4591
0.7296	57	0.4135
0.7424	58	0.3038
0.7552	59	0.4156
0.768	60	0.3611
0.7808	61	0.3517
0.7936	62	0.4054
0.8064	63	0.3859
0.8192	64	0.463
0.832	65	0.4033
0.8448	66	0.4706
0.8576	67	0.4508
0.8704	68	0.3988
0.8832	69	0.2877
0.896	70	0.4187
0.9088	71	0.4109
0.9216	72	0.317
0.9344	73	0.4432
0.9472	74	0.4396
0.96	75	0.4123
0.9728	76	0.3119
0.9856	77	0.3858
0.9984	78	0.4166

Framework Versions

• Python: 3.12.3
• Sentence Transformers: 3.3.1
• Transformers: 4.44.2
• PyTorch: 2.5.1
• Accelerate: 1.2.1
• Datasets: 2.19.0
• Tokenizers: 0.19.1

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",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}