Add new SentenceTransformer model

1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "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
+}

README.md

@@ -0,0 +1,699 @@
+---
+language:
+- en
+license: apache-2.0
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:7315
+- loss:MultipleNegativesRankingLoss
+base_model: BAAI/bge-base-en-v1.5
+widget:
+- source_sentence: 'Subject to the Terns and conditions of Section 1.3.3, below, Landlord
+    hereby
+
+    grants to the Tenant originally named in this Lease (the "Original Tenant") and
+    any "Permitted Transferee," as that term is set forth in Section 14,Z of this
+    Lease (but only to the extent such Permitted Transferee has, in Landiord''s reasonable
+    determination, financia) strength egual to or greater than Original Tenant), an
+    ongoing right of first refusal with respect to the remaining icasable space located
+    within the Building (the "First Refusal Space").
+
+    1.3.1
+
+    Procedure for Lease.
+
+    1.3.1.1 Procedure for Offer. Landlord shall notify Tenant (the "First Refusal
+    Notice") from
+
+    time-to-time when and if Landlord receives a "bona-fide third-party offer" for
+    all or a portion of the First Refusal Space.
+
+    Pursuant to such First Refusal Notice, Landlord shall offer to lease to Tenant
+    the applicable First Refusal Space. The First Refusal Notice shall describe the
+    First Refusal Space, and the lease term, rent, square footage and other fundamental
+    cconomic terms and conditions, upon which Landlord proposes to lease such First
+    Refusal Space pursuant to the bona-fide third-party offer. For purposes of this
+    Section 1.3, a "bona-fide third-party offer" shall mean a counter-offer received
+    by Landlord to lease First Refusal Space from a qualified third party which Landlord
+    would otherwise be willing to accept.
+
+    For purposes of example only, the following would each constitute a bona-fide
+    third-party offer:
+
+    Landlord receives a request for proposal from a qualified third party.
+
+    Landlord responds to the request for proposal with a lease proposal and subsequently
+    receives a written bona-fide counter proposal from the qualified third party.
+
+    (11)
+
+    Landlord receives a written offer to lease from a qualified third party.
+
+    Landiord responds to the offer with a written counter offer and subsequently receives
+    a bona-fide counter to Landlord''s counter offer from the qualified third party.'
+  sentences:
+  - Right of First Refusal
+  - Late Payment Trigger Period (days)
+  - Right of First Refusal
+- source_sentence: "       Rental Year. The last Rental Year of the term shall terminate\
+    \ upon the expiration\n       or earlier termination ofthis lease as the case\
+    \ may be.\n                                                    -4.\n         \
+    \ (60)    \"Warehouse/ Office Centre\" means the Landsandthe Building.\n     \
+    \     (m)      \"Structure, Structural and Structural Repairs\" refer to the foundation\
+    \ system\n                  (being piles, pile caps and grade beams), steel structure\
+    \ (being columns,joists,\n                  beams and bracings), the floor slab,\
+    \ exterior walls and the roof deck but not\n                  insulation ofthe\
+    \ roof or the roof membraneorsurface of the roofof the Building.\n          (n)\
+    \      \"Term\" means the term of the Lease as set forth in Article 2.02 hereof\
+    \ and any\n                  renewalthereof.\n.\n                            \
+    \                ARTICLE TWO\n.\n                                          DEMISE\
+    \ AND TERM\n.\n  2.01             Demise.         The Landlord HEREBY LEASESto\
+    \ the Tenant the Premises\n  comprising approximately 530 square feet, known as\
+    \ Unit 255-5759 Highway 9, Lockport, MB.\n.\n  2.02            Term. The Tenant\
+    \ shall have and hold the Premises for the term of FIVE (5)\n  years which shall\
+    \ commence on the IST day of January, 2021 (herein called the\n  \"Commencement\
+    \ Date\"), and shall terminate on the 31ST day of December, 2025.\n.\n       \
+    \                                    ARTICLE THREE\n.\n                      \
+    \         RENT, TAXES AND OTHER CHARGES\n.\n  3.00             The Tenant shall\
+    \ pay to the Landlord or as the Landlord mayin writing direct,\n  without any\
+    \ set-off, compensation or deduction save as herein expressly provided, the Basic\
+    \ Rent\n  and Additional Rent.\n.\n  3.01             Basic Rent.     The Tenant\
+    \ shall punctually pay to the Landlord monthly in\n  advance from the Rent CommencementDate\
+    \ rental as follows:\n          (a)      during the first THREE (3) years of the\
+    \ Term of the Lease, the annual rental of\n.\n                   FIVE THOUSAND\
+    \ NINE HUNDRED SIXTY TWO.                           50/100 Dollars\n         \
+    \          ($5,962.50)    payable in monthly instalments of FOUR HUNDRED AND\n\
+    p\n.\n                   NINTYSIX. 88/100 Dollars ( $496.88) on the first of each\
+    \ month;\n          (b)      during the remaining TWO(2) years of the Term of\
+    \ the Lease, the annualrental\n                   of SIX THOUSAND AND NINTYFIVE.\
+    \ xx/100 Dollars ($ 6,095.00) payable\n                   in monthly instalments\
+    \ of FIVE HUNDRED AND SEVEN. 92/100 Dollars\n                   ($507.92)onthefirst\
+    \ of each month;\n.\n  The foregoing paymentsshall be payable in lawful money\
+    \ of Canada and are hereinafter referred\n  to as \"Basic Rent\".\n.\n  3.02 \
+    \            Additional Rent\n\n   19.07           Representations and Entire\
+    \ Agreement. The Tenant acknowledgesand agreesthat\n   the Landlord has made no\
+    \ representations, covenants, warranties, guarantees, promises or\n   agreements\
+    \ (verbal or otherwise) with the Tenant other than those contained in this Lease;\
+    \ that\n   no agreement collateral hereto will be binding upon the Landlord unless\
+    \ made in writing and\n   signed by the Landlord; and, that this Lease constitutes\
+    \ the entire agreement between the\n.\n   Landlord and Tenant.\n             \
+    \                                    -20-\n19.08           Notice. Any notice,\
+    \ or request or demand herein provided or permitted to be\ngiven hereunder, shall\
+    \ be sufficiently given if personally served or mailed by registered mail as\n\
+    follows:\n                (a) to the Landlord:\n.\n                        SHIV\
+    \ INVESTMENTSLTD.\n.\n                        4665 MAIN STREET\n.\n          \
+    \              WESTST. PAUL\n.\n                        MB-R4A 344\n         \
+    \       (b) to the Tenant:\n.\n                        HUB INTERNATIONAL\n.\n\
+    \                        UNIT 255-5759 HIGHWAY44\n.\n                        LOCKPORT\n"
+  sentences:
+  - Lessee Legal Name
+  - Right of First Refusal Details
+  - Lease Property Address
+- source_sentence: "        THIS LEASE AGREEMENT (this \"Lease\") is made and entered\
+    \ into on this 10th day of November\n2015, by and between Bank of the West, a\
+    \ California banking corporation hereinafter referred to as\n\"Landlord\"; and\
+    \ HUB International Mountain States Limited, a Wyoming corporation, hereinafter\
+    \ referred to\nas \"Tenant.\"\n1.      Premises: Landlord hereby leases to Tenant\
+    \ space in the building (the \"Building\") located at the real\n        property\
+    \ commonly known as 1027 4th Avenue, Worthington, MN 56187 (the \"Property\")\
+    \ consisting\n        of approximately 1,237 square feet in Suite 101, as more\
+    \ fully depicted on Exhibit A attached hereto\n        (the \"Premises\").\n2.\
+    \      Term: The term of this Lease shall be for a period of three (3) years,\
+    \ commencing on February 1,\n\n    Postal Service, Return Receipt Requested, or\
+    \ recognized overnight courier, with delivery charges\n    thereon fully prepaid,\
+    \ addressed to each party at the addresses below, or to such other addresses as\n\
+    \    the parties may hereinafter designate by written notice. Any such notice\
+    \ shall be deemed to have\n    been completed, if mailed as provided herein, on\
+    \ the date of actual delivery as shown by the\n    addressee's certification of\
+    \ receipt.\n.\n                                                   14\n.\n    \
+    \                                           Worthington\n.\n    The notices shall\
+    \ be addressed as follows:\n.\n     Landlord                                 \
+    \         Tenant\n.\n     Bank of the West                                  c/o\
+    \ HUB International Limited\n.\n     Corporate Real Estate                   \
+    \          300 North LaSalle Street, Floor 17\n.\n     520 Main Avenue       \
+    \                            Chicago, IL 60654\n.\n     Fargo, ND 58124      \
+    \                             Attn: Legal Department\n.\n     With a copy to:\
+    \                                   With a copy to:\n.\n     Bank of the West\
+    \                                  HUB International Mountain States Ltd\n.\n\
+    \     Corporate Real Estate                             101 S. Main Street\n.\n\
+    \     300 South Grand Avenue                            Sheridan, WY 82801\n"
+  sentences:
+  - Lessee Legal Name
+  - Lease Property Address
+  - Assignment - Consent Required
+- source_sentence: "         18.     DEFAULT AND REENTRY.\n         (a)     Tenant\
+    \ shall observe and perform all the conditions and agreements herein contained\
+    \ to be\nobserved and performed by Tenant. Each of the following events constitutes\
+    \ an event of default by Tenant:\n                 (i)     Tenant shall fail to\
+    \ pay any installment of rent, or any other charges due under this\n.\n      \
+    \           Lease within five (5) business days following Tenant’s receipt of\
+    \ written notice from\n.\n                 Landlord advising Tenant of such failure.\
+    \ Any rent or other charges due hereunder that are\n                 paid more\
+    \ than five (5) business days after the applicable due date shall accrue interest\
+    \ from\n                 the due date at the rate of eight percent (8%) per annum\
+    \ until payment is received by\n.\n                 Landlord.\n              \
+    \   (ii)    Tenant shall fail to comply with any term, provision, covenant or\
+    \ condition of this\n\nWith the exception of janitorial services, telecommunication\
+    \ and internet costs, which shall be paid by Tenant, Tenant shall have no obligation\
+    \ to pay for any of the foregoing utilities and services serving the Property.\
+    \ Landlord represents and warrants that the Building is connected to sewer, water,\
+    \ electric, gas, internet and telephone utility services and will continue to\
+    \ be connected to such services during the Term. In the event of an interruption\
+    \ in any utility service, Landlord shall diligently pursue the resumption of service.\
+    \ If any such interruption continues for a period in excess of five (5) consecutive\
+    \ business days from Tenant’s notice of same to Landlord (which notice may be\
+    \ telephonic), then Gross Rent and other regularly scheduled charges hereunder\
+    \ shall be equitably adjusted during the period of such interruption from and\
+    \ after such five (5) business day period."
+  sentences:
+  - Right of First Offer (ROFO)
+  - Parking Facility Allotted
+  - Late Payment Trigger Period (days)
+- source_sentence: 'SECTION THREE RENT A. Base Rent. Tenant shall pay the following
+    Base Rent, without reduction or set-off, during the Term: (i) Initial Term. For
+    the one (1) year period commencing on the Commencement Date the Base Rent shall
+    be Eleven Thousand Seven Hundred and Four Dollars and Fifty Cents ($11,704.50)
+    per month, payable in advance on the first (1") day of each month (the "due date"),
+    provided however, that Rent for the first (1") month shall be due and payable
+    immediately upon Tenant''s execution of this Lease. During each subsequent one
+    (I) year period during the Initial Term, the monthly Base Rent shall be increased
+    by three percent (3%). Rent received after the tenth (IOlh) day of the month it
+    is due shall result in an 2 additional late charge equal to five percent (5%)
+    of the monthly Base Rent that is late, and such late charge shall be due and payable
+    as Additional Rent with the Base Rent payment for the following calendar month,
+    or if the Initial Term has expired, within fifteen (15) days of Landlord''s written
+    demand for payment. (ii) Extension Term. For the one (1) year period commencing
+    on the first (1 ") day of the First Extension Term, the Base Rent shall be Twenty-One
+    Thousand One Hundred Thirty-Nine Dollars and Sixty-Three Cents ($21,139.63) per
+    month, payable in advance on the first (1 ") day of each month (the "due date").
+    During each subsequent one (1) year period during the First Extension Term and
+    the Second Extension Term, the monthly Base Rent shall be increased by three percent
+    (3%). Rent received after the tenth (1oth) day of the month it is due shall result
+    in an additional late charge equal to five percent (5%) of the monthly Base Rent
+    that is late, and such late charge shall be due and payable as Additional Rent
+    with the Base Rent payment for the following calendar month, or if the applicable
+    Extension Term has expired, within fifteen (15) days of Landlord''s written demand
+    for payment. (iii) Holdover Tenancy.
+
+    Any holdover tenancy shall be month to month, and can be terminated by either
+    party upon thirty (30) days advanced written notice. The monthly Base Rent during
+    the period of any holdover tenancy shall be an amount equal to two (2) times the
+    monthly Base Rent provided in (i) or (ii) above for the most recently completed
+    month of the Initial Term or any applicable Extension Term, payable in advance
+    on the first (1 ") day of each month. Rent received after the tenth (10th) day
+    of the month it is due shall result in an additional late charge equal to five
+    percent (5%) of the monthly Base Rent that is late, and such late charge shall
+    be due and payable as Additional Rent with the Base Rent payment for the following
+    calendar month, or at Landlord''s option, which Landlord may exercise at any time,
+    within fifteen (15) days of Landlord''s written demand for payment. Tenant shall
+    be responsible for paying all items of Additional Rent, as specified below (and
+    described elsewhere in this Lease), during the period of any holdover tenancy.
+    (iv) Rent Exhibit. The Base Rent during the Initial Term and Extension Terms is
+    set forth on Exhibit A attached hereto and incorporated herein by this reference.
+    B. Additional Rent. The following items shall be paid by Tenant as Additional
+    Rent during the entire Term, and during the period of any holdover tenancy. In
+    the event this Lease is terminated in a manner permitted by this Lease, or in
+    the event of a holdover tenancy, annual items of Additional Rent shall be pro-rated,
+    and Tenant shall only be responsible for its proportionate share of such Additional
+    Rent for periods prior to the termination of the Lease andlor any holdover tenancy.
+    (i) Late Rent. The late charges specified in A. above for rental payments that
+    are late shall be an item of Additional Rent due with the rental payment for the
+    calendar month immediately following the month in which the late payment was incurred.'
+  sentences:
+  - Late Payment Trigger Period (days)
+  - Parking Details - Additional Information
+  - Late Payment Trigger Period Details
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+metrics:
+- cosine_accuracy@1
+- cosine_accuracy@3
+- cosine_accuracy@5
+- cosine_accuracy@10
+- cosine_precision@1
+- cosine_precision@3
+- cosine_precision@5
+- cosine_precision@10
+- cosine_recall@1
+- cosine_recall@3
+- cosine_recall@5
+- cosine_recall@10
+- cosine_ndcg@10
+- cosine_mrr@10
+- cosine_map@100
+model-index:
+- name: BGE base En v1.5 Phase 5
+  results:
+  - task:
+      type: information-retrieval
+      name: Information Retrieval
+    dataset:
+      name: dim 768
+      type: dim_768
+    metrics:
+    - type: cosine_accuracy@1
+      value: 0.005591054313099041
+      name: Cosine Accuracy@1
+    - type: cosine_accuracy@3
+      value: 0.015175718849840255
+      name: Cosine Accuracy@3
+    - type: cosine_accuracy@5
+      value: 0.027955271565495207
+      name: Cosine Accuracy@5
+    - type: cosine_accuracy@10
+      value: 0.05830670926517572
+      name: Cosine Accuracy@10
+    - type: cosine_precision@1
+      value: 0.005591054313099041
+      name: Cosine Precision@1
+    - type: cosine_precision@3
+      value: 0.005058572949946752
+      name: Cosine Precision@3
+    - type: cosine_precision@5
+      value: 0.005591054313099041
+      name: Cosine Precision@5
+    - type: cosine_precision@10
+      value: 0.005830670926517572
+      name: Cosine Precision@10
+    - type: cosine_recall@1
+      value: 0.005591054313099041
+      name: Cosine Recall@1
+    - type: cosine_recall@3
+      value: 0.015175718849840255
+      name: Cosine Recall@3
+    - type: cosine_recall@5
+      value: 0.027955271565495207
+      name: Cosine Recall@5
+    - type: cosine_recall@10
+      value: 0.05830670926517572
+      name: Cosine Recall@10
+    - type: cosine_ndcg@10
+      value: 0.026120990687120055
+      name: Cosine Ndcg@10
+    - type: cosine_mrr@10
+      value: 0.01660010649627263
+      name: Cosine Mrr@10
+    - type: cosine_map@100
+      value: 0.029745651990891568
+      name: Cosine Map@100
+---
+
+# BGE base En v1.5 Phase 5
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5). 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:** [BAAI/bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) <!-- at revision a5beb1e3e68b9ab74eb54cfd186867f64f240e1a -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 768 dimensions
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+- **Language:** en
+- **License:** apache-2.0
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
+  (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})
+  (2): Normalize()
+)
+```
+
+## 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 SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("RishuD7/bge-base-en-v1.5-65-keys-phase-5-exp_v1")
+# Run inference
+sentences = [
+    'SECTION THREE RENT A. Base Rent. Tenant shall pay the following Base Rent, without reduction or set-off, during the Term: (i) Initial Term. For the one (1) year period commencing on the Commencement Date the Base Rent shall be Eleven Thousand Seven Hundred and Four Dollars and Fifty Cents ($11,704.50) per month, payable in advance on the first (1") day of each month (the "due date"), provided however, that Rent for the first (1") month shall be due and payable immediately upon Tenant\'s execution of this Lease. During each subsequent one (I) year period during the Initial Term, the monthly Base Rent shall be increased by three percent (3%). Rent received after the tenth (IOlh) day of the month it is due shall result in an 2 additional late charge equal to five percent (5%) of the monthly Base Rent that is late, and such late charge shall be due and payable as Additional Rent with the Base Rent payment for the following calendar month, or if the Initial Term has expired, within fifteen (15) days of Landlord\'s written demand for payment. (ii) Extension Term. For the one (1) year period commencing on the first (1 ") day of the First Extension Term, the Base Rent shall be Twenty-One Thousand One Hundred Thirty-Nine Dollars and Sixty-Three Cents ($21,139.63) per month, payable in advance on the first (1 ") day of each month (the "due date"). During each subsequent one (1) year period during the First Extension Term and the Second Extension Term, the monthly Base Rent shall be increased by three percent (3%). Rent received after the tenth (1oth) day of the month it is due shall result in an additional late charge equal to five percent (5%) of the monthly Base Rent that is late, and such late charge shall be due and payable as Additional Rent with the Base Rent payment for the following calendar month, or if the applicable Extension Term has expired, within fifteen (15) days of Landlord\'s written demand for payment. (iii) Holdover Tenancy.\nAny holdover tenancy shall be month to month, and can be terminated by either party upon thirty (30) days advanced written notice. The monthly Base Rent during the period of any holdover tenancy shall be an amount equal to two (2) times the monthly Base Rent provided in (i) or (ii) above for the most recently completed month of the Initial Term or any applicable Extension Term, payable in advance on the first (1 ") day of each month. Rent received after the tenth (10th) day of the month it is due shall result in an additional late charge equal to five percent (5%) of the monthly Base Rent that is late, and such late charge shall be due and payable as Additional Rent with the Base Rent payment for the following calendar month, or at Landlord\'s option, which Landlord may exercise at any time, within fifteen (15) days of Landlord\'s written demand for payment. Tenant shall be responsible for paying all items of Additional Rent, as specified below (and described elsewhere in this Lease), during the period of any holdover tenancy. (iv) Rent Exhibit. The Base Rent during the Initial Term and Extension Terms is set forth on Exhibit A attached hereto and incorporated herein by this reference. B. Additional Rent. The following items shall be paid by Tenant as Additional Rent during the entire Term, and during the period of any holdover tenancy. In the event this Lease is terminated in a manner permitted by this Lease, or in the event of a holdover tenancy, annual items of Additional Rent shall be pro-rated, and Tenant shall only be responsible for its proportionate share of such Additional Rent for periods prior to the termination of the Lease andlor any holdover tenancy. (i) Late Rent. The late charges specified in A. above for rental payments that are late shall be an item of Additional Rent due with the rental payment for the calendar month immediately following the month in which the late payment was incurred.',
+    'Late Payment Trigger Period (days)',
+    'Late Payment Trigger Period Details',
+]
+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]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+## Evaluation
+
+### Metrics
+
+#### Information Retrieval
+
+* Dataset: `dim_768`
+* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| cosine_accuracy@1   | 0.0056     |
+| cosine_accuracy@3   | 0.0152     |
+| cosine_accuracy@5   | 0.028      |
+| cosine_accuracy@10  | 0.0583     |
+| cosine_precision@1  | 0.0056     |
+| cosine_precision@3  | 0.0051     |
+| cosine_precision@5  | 0.0056     |
+| cosine_precision@10 | 0.0058     |
+| cosine_recall@1     | 0.0056     |
+| cosine_recall@3     | 0.0152     |
+| cosine_recall@5     | 0.028      |
+| cosine_recall@10    | 0.0583     |
+| **cosine_ndcg@10**  | **0.0261** |
+| cosine_mrr@10       | 0.0166     |
+| cosine_map@100      | 0.0297     |
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 7,315 training samples
+* Columns: <code>positive</code> and <code>anchor</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | positive                                                                             | anchor                                                                           |
+  |:--------|:-------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|
+  | type    | string                                                                               | string                                                                           |
+  | details | <ul><li>min: 63 tokens</li><li>mean: 345.31 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 6.58 tokens</li><li>max: 10 tokens</li></ul> |
+* Samples:
+  | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | anchor                                          |
+  |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------|
+  | <code> · 12/14/2005 11.28 IFAX Chwkfaxlslimanstander.com                                "* Kelly Ramsden        lg]001/013<br>.<br>                   THIS LEASE, dated for reference the 1st day of December, 2004, is<br>.<br>           BETWEEN:<br>.<br>                           OXFORD DEVELOPMENTS LTD. a company duly incorporated under the<br>                           laws of the Province of British Columbia under nwnber 640355 and having it><br>                           registered and records office at 201-45793 Luckakuck Way, Chilliwack, B.C.<br>.<br>                           V2R5P9<br>                           (hereinafter called the "Landlord")<br>.<br>                                                                                      OF THE FIRST PART<br>.<br>           AND:<br>.<br>                             HUB INTERNATIONAL BARTON LIMITED having an office<br>                             at 45710 Airport Road, Chilliwack, B.C. V2P 6Z9<br>                             (hcrcinatlcr called the "Tenant")<br>.<br>                               ...</code> | <code>Lessee Legal Name</code>                  |
+  | <code>Tenant shall pay to Landlord, as a fee (the "Termination Fee"), an amount equal to the Unamortized Portion (as hereinafter defined) of the following amounts, plus interest thereon at the rate of 7.5% per annum, compounded monthly (collectively, in the aggregate "Transaction Costs"): (1) brokerage commissions incurred by Landlord, and (2) Landlord's reasonable attorney's fees, in each case in connection with entering into this Lease. Tenant shall pay fifty percent (50%) of the Termination Fee to Landlord within thirty (30) days following Tenant's delivery of Tenant's termination notice, and the remaining fifty percent (50%) of the Termination Fee shall be paid by Tenant on or before July 1, 2024</code>                                                                                                                                                                                                                                                                                                                                                                            | <code>Early Termination Costs for Lessee</code> |
+  | <code>Any expenses related to subsequent revisions will be the expense of Tenant Landlord(s):__________ 16 of 20 PA Tenant(s):__________ C. Termination Option Tenant shall have the right to cancel the lease (the “Termination Option”) effective on February 28, 2019 (the “Termination Date”). Tenant shall provide Landlord notice of its intent to exercise this Termination Option no later than May 31, 2018, and shall pay Landlord by the Termination Date a termination fee equal to the unamortized portion of the leasing commission and Tenant Improvement Expenses (as defined in Exhibit B) incurred by Landlord as a result of this lease transaction, plus a “remarketing fee” of $5,000.00. IN WITNESS WHEREOF, the parties have executed this Lease as of the date hereof..<br>                                                     LANDLORD:<br>                                                     S and S Crossroads, LLC<br>                                                     By:<br>                                         ...</code>                                                    | <code>Early Termination Notice</code>           |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20.0,
+      "similarity_fct": "cos_sim"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: epoch
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 16
+- `gradient_accumulation_steps`: 16
+- `learning_rate`: 2e-05
+- `num_train_epochs`: 30
+- `lr_scheduler_type`: cosine
+- `warmup_ratio`: 0.1
+- `tf32`: False
+- `load_best_model_at_end`: True
+- `optim`: adamw_torch_fused
+- `batch_sampler`: no_duplicates
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: epoch
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 32
+- `per_device_eval_batch_size`: 16
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 16
+- `eval_accumulation_steps`: None
+- `learning_rate`: 2e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 30
+- `max_steps`: -1
+- `lr_scheduler_type`: cosine
+- `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`: False
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: False
+- `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`: True
+- `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_fused
+- `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
+- `prompts`: None
+- `batch_sampler`: no_duplicates
+- `multi_dataset_batch_sampler`: proportional
+
+</details>
+
+### Training Logs
+| Epoch     | Step    | Training Loss | dim_768_cosine_ndcg@10 |
+|:---------:|:-------:|:-------------:|:----------------------:|
+| 0.6987    | 10      | 2.5547        | -                      |
+| 1.3974    | 20      | 1.0737        | -                      |
+| 2.0961    | 30      | 0.0724        | -                      |
+| 2.7948    | 40      | 0.0           | -                      |
+| 3.4934    | 50      | 0.0           | -                      |
+| 3.7729    | 54      | -             | 0.0239                 |
+| 1.3537    | 60      | 0.9932        | -                      |
+| 2.0524    | 70      | 1.193         | -                      |
+| 2.7511    | 80      | 0.0518        | -                      |
+| 3.4498    | 90      | 0.0009        | -                      |
+| 4.1485    | 100     | 0.0           | -                      |
+| 4.7773    | 109     | -             | 0.0228                 |
+| 2.0087    | 110     | 0.0154        | -                      |
+| 2.7074    | 120     | 1.0959        | -                      |
+| 3.4061    | 130     | 0.2585        | -                      |
+| 4.1048    | 140     | 0.0006        | -                      |
+| 4.8035    | 150     | 0.0           | -                      |
+| 5.5022    | 160     | 0.0           | -                      |
+| 5.7817    | 164     | -             | 0.0274                 |
+| 3.3624    | 170     | 0.5192        | -                      |
+| 4.0611    | 180     | 0.5537        | -                      |
+| 4.7598    | 190     | 0.0037        | -                      |
+| 5.4585    | 200     | 0.0           | -                      |
+| 6.1572    | 210     | 0.0           | -                      |
+| **6.786** | **219** | **-**         | **0.0283**             |
+| 4.0175    | 220     | 0.0219        | -                      |
+| 4.7162    | 230     | 0.756         | -                      |
+| 5.4148    | 240     | 0.156         | -                      |
+| 6.1135    | 250     | 0.0002        | -                      |
+| 6.8122    | 260     | 0.0           | -                      |
+| 7.5109    | 270     | 0.0           | -                      |
+| 7.7904    | 274     | -             | 0.0264                 |
+| 5.3712    | 280     | 0.4501        | -                      |
+| 6.0699    | 290     | 0.4103        | -                      |
+| 6.7686    | 300     | 0.0009        | -                      |
+| 7.4672    | 310     | 0.0           | -                      |
+| 8.1659    | 320     | 0.0           | -                      |
+| 8.7948    | 329     | -             | 0.0280                 |
+| 6.0262    | 330     | 0.0287        | -                      |
+| 6.7249    | 340     | 0.6199        | -                      |
+| 7.4236    | 350     | 0.1078        | -                      |
+| 8.1223    | 360     | 0.0001        | -                      |
+| 8.8210    | 370     | 0.0           | -                      |
+| 9.5197    | 380     | 0.0           | -                      |
+| 9.7991    | 384     | -             | 0.0263                 |
+| 7.3799    | 390     | 0.3923        | -                      |
+| 8.0786    | 400     | 0.3161        | -                      |
+| 8.7773    | 410     | 0.0006        | -                      |
+| 9.4760    | 420     | 0.0           | 0.0261                 |
+
+* The bold row denotes the saved checkpoint.
+
+### Framework Versions
+- Python: 3.10.12
+- Sentence Transformers: 3.3.1
+- Transformers: 4.41.2
+- PyTorch: 2.1.2+cu121
+- Accelerate: 1.1.1
+- Datasets: 2.19.1
+- Tokenizers: 0.19.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+#### MultipleNegativesRankingLoss
+```bibtex
+@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}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,32 @@
+{
+  "_name_or_path": "BAAI/bge-base-en-v1.5",
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "LABEL_0"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "LABEL_0": 0
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.3.1",
+    "transformers": "4.41.2",
+    "pytorch": "2.1.2+cu121"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": "cosine"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a39178097f72990cad937eba6c13cf06758bc391f1c9fc27c3235120f04af989
+size 437951328

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 512,
+  "do_lower_case": true
+}

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,57 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
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+      "single_word": false,
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}