Add new SentenceTransformer model.

README.md

@@ -1,4 +1,5 @@
 ---
+base_model: sentence-transformers/msmarco-distilbert-base-v2
 datasets: []
 language: []
 library_name: sentence-transformers
@@ -39,96 +40,155 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:93522
+- dataset_size:88018
 - loss:TripletLoss
 widget:
-- source_sentence: What techniques does the platform utilize to remember login credentials,
-    analyze service usage, personalize user experience, and manage advertisement delivery?
+- source_sentence: How should SpinRecords.com notify NETTAXI of a potential indemnifiable
+    claim?
   sentences:
-  - 'Cookies and other electronic technologies. When you use the Services, we use
-    persistent and session cookies and other similar technologies to: (a) store your
-    username and password; (b) analyze the usage of our sites and Services by collecting
-    the information discussed above; (c) customize the Services to your preferences;
-    and (d) display advertising on the Services. We may also use other Internet technologies,
-    such as web beacons or pixel tags and other similar technologies, to deliver or
-    communicate with cookies and analyze your use of the Services. We also may include
-    Web beacons in e-mail messages or newsletters to determine whether the message
-    has been opened and for other analytics.'
-  - We also use cookies to gather information regarding the date and time of your
-    visit and what your search and view. Cookies are computer files that are saved
-    to your device and which may store information about you, your device, and your
-    browser, but they do not include individual's names, or other information that
-    is personally identifiable. For example, cookies are used to identify user's device
-    and record the visit so that the UCWeb Services can allow you access to your account
-    without requiring you to reenter the information.
-  - With respect to Qwik-Fix Pro delivered by PivX to Detto on CD-Rom, PivX warrants
-    that for a period of thirty (30) days following delivery to Detto, the media on
-    which Qwik-Fix Pro is furnished to Detto will be free from defects in materials
-    and workmanship during normal use.
-- source_sentence: What type of license is Valeant granting to Dova?
+  - '4. The Company shall have no obligations to Verenium with respect to the use
+    of such information, or disclosure to others not party to this Agreement, of such
+    information which:  (d) is rightfully and in good faith developed by Company independently
+    of any disclosures made under this Agreement, as evidenced by Company’s competent
+    written records; or  '
+  - 13. Changes To This Privacy Policy We may update this Privacy Policy to reflect
+    changes to our information practices. If we make any material changes we will
+    notify you by email (sent to the e-mail address specified in your account) or
+    by means of a notice on the Services prior to the change becoming effective. We
+    encourage you to periodically review this page for the latest information on our
+    privacy practices.
+  - 7.2     Indemnification  by  NETTAXI.  NETTAXI  shall defend, indemnify and              ----------------------------
+    hold  SpinRecords.com  harmless from any and all damages, liabilities, costs and
+    expenses  (including, but not limited to reasonable attorneys' fees) incurred
+    by SpinRecords.com  as a result of (1) any breach of this Agreement; (ii) any
+    claim that  the  NETTAXI  Brand  Features  or  any  part  thereof,  infringes  or
+    misappropriates  any  Intellectual Property Right of a third party; or (iii) any
+    claim  arising  out  of  Spinrecords.com's display of the NETTAXI Brand Features
+    SpinRecords.com  shall  provide  NETTAXI  with  written  notice of the claim and
+    permit  NETTAXI  to control the defense, settlement, adjustment or compromise
+    of any such claim.  SpinRecords.com may employ counsel at its own expense to assist
+    it  with  respect  to any such claim; provided, however, that if such counsel
+    is necessary  because of a conflict of interest of either NETTAXI or its counsel
+    or because  NETTAXI  does not assume control, NETTAXI will bear the expense of
+    such counsel.
+- source_sentence: What types of advertisements does Crazy Labs accept within their
+    apps?
   sentences:
-  - 1.8. The term "Licensed Intellectual Property" means individually, collectively
-    or in any combination, T&B's copyrights (whether registered or not), including,
-    without limitation, the Educational Materials and any and all copyrightable literary
-    works and audio-visual works developed for use in the Business, trademarks and
-    trade names (whether registered or unregistered) used in connection with the Business;
-    as well as customer lists, concepts, developments, trade secrets, methods, systems,
-    programs, improvements, data and information (whether in perceivable or machine-readable
-    form), and works of authorship including, but not limited to the (a) the Licensed
-    Marks and (b) the name, image, and likeness of the T&B Personality.
-  - '[***], Valeant hereby grants to Dova a fully paid-up, royalty free, non-transferable,
-    non- exclusive license (with a limited right to sub-license to its Affiliates)
-    to any Valeant Property that appears on, embodied on or contained in the Product
-    materials or Product Labeling solely for use in connection with Dova''s promotion
-    or other commercialization of the Product in the Territory.'
-  - VOTOCAST expressly reserves the right to change its rates charged hereunder for
-    the Services during any Renewal Term (as detined herein) but agrees that rates
-    may not increase by more than ten percent (10%) during any Renewal Term.
-- source_sentence: Can the company legally obtain the user's mobile device name and
-    type?
+  - Each party each agrees that it will not knowingly do anything inconsistent with
+    the other party's ownership of such party's intellectual property, including without
+    limitation, questioning the validity of that party's Trademarks or registering
+    or attempting to register the other party's Trademarks in its own name or that
+    of any other firm, person or corporation.
+  - '11. Advertisements We accept advertisements, in various formats (such as banners,
+    interstitials, rewarded videos, etc.) from third parties ad networks which may
+    be displayed in our Crazy Labs Apps. These third parties ad networks may collect
+    and use, inter alia (i) information about your visits to Crazy Labs Apps in connection
+    with such marketing, sales and advertising activities; and (ii) geographic tracking
+    and carrier network preferences. (iii) information, such as age, gender and logged
+    from device to ensure that appropriate advertising is presented within the App
+    and calculate or control the number of views of an ad, and/or deliver advertisements
+    relating to User''s interests, and measure the effectiveness of advertisements
+    campaigns. The delivery of advertisements to you may be based on IP address, device
+    identifiers and other Personal Information gathered during your use of the Crazy
+    Labs Apps. Note that third parties ad networks which are referred to in relation
+    to the Crazy Labs Apps may include third parties service providers, such as Facebook
+    and other ad networks, in addition to those which are listed in the following
+    link: https://www.tabtale.com/3rdparties/. Note that if you click on any of these
+    advertisements, the advertisers may use cookies and other web-tracking technologies
+    (such as tracking pixel agent or visitor identification technology, etc.) on your
+    device to collect data regarding advertisement performance, your interaction with
+    such advertisements and our Crazy Labs Apps and your interests (which may include,
+    non-personal and/or personal information (such as, device and network information,
+    unique identifiers, gender, age and geo-location) about you) in order to serve
+    you advertisements, including targeted advertisements, and for the legitimate
+    business interests of such Third Parties ad networks. We recommend that you review
+    the terms of use and privacy policy of any third party advertisers with whom you
+    are interacting before doing so. Their privacy policy, not ours, will apply to
+    any of those interactions.'
+  - We want our advertising to be as relevant and interesting as the other information
+    you find on our Services. With this in mind, we use all of the information we
+    have about you to show you relevant ads. We do not share information that personally
+    identifies you (personally identifiable information is information like name or
+    email address that can by itself be used to contact you or identifies who you
+    are) with advertising, measurement or analytics partners unless you give us permission.
+    We may provide these partners with information about the reach and effectiveness
+    of their advertising without providing information that personally identifies
+    you, or if we have aggregated the information so that it does not personally identify
+    you. For example, we may tell an advertiser how its ads performed, or how many
+    people viewed their ads or installed an app after seeing an ad, or provide non-personally
+    identifying demographic information (such as 25 year old female, in Madrid, who
+    likes software engineering) to these partners to help them understand their audience
+    or customers, but only after the advertiser has agreed to abide by our advertiser
+    guidelines.
+- source_sentence: 9.2     Nature of the Association. The parties herein are engaged
+    as independent entities in accordance with this Agreement, and there exists no
+    intention to forge any alternate form of association, such as a partnership, franchise,
+    joint venture, agency, employer/employee relationship, fiduciary connection, or
+    any other specific relationship. Each party is precluded from conducting themselves
+    in any way that might suggest or insinuate any association different from that
+    of an independent entity, nor shall either party possess the authority to obligate
+    or commit the other party in any manner.
   sentences:
-  - '(d) As used in this Agreement, the term "Post-Term Period" shall mean a continuous
-    uninterrupted period of two (2) years from the date of:'
-  - You will be required to enter a valid phone number while placing an order on the
-    App. By registering your phone number with us, you consent to be contacted by
-    us via phone calls and/or SMS notifications, in case of any order or shipment
-    or delivery related updates. We will not use your personal information to initiate
-    any promotional phone calls or SMS.
-  - 3.5. By accessing or using the Services via Your mobile phone, or other mobile
-    device, You are authorising Us to collect its unique device identifier and IP
-    address. We may also collect the name You have associated with Your mobile phone
-    or other mobile device, device type, telephone number, country, and any other
-    information You choose to provide. We may also access Your contacts to enable
-    You to invite friends to join You on the Services if you request that we do this
-    on your behalf.
-- source_sentence: How are Contact Center Products priced?
+  - 'The parties hereby grant to each other non-exclusive, fully-paid, royalty-free
+    licenses to utilize the other party''s trademarks, as follows: (a) Biocept Trademarks.
+    To facilitate the promotion and performance of Tests, during the Term Biocept
+    hereby grants Life Technologies a non-exclusive, royalty-free, non-transferable
+    license to use the Biocept Trademarks solely for<omitted>use in connection with
+    the promotion and performance of the Tests in the Territory.'
+  - This Agreement may not be assigned or otherwise transferred, nor may any right
+    or obligations hereunder be assigned or transferred, by either Party without the
+    prior written consent of the other Party; provided, however, that Licensor may,
+    without such consent, assign this Agreement and its rights and obligations hereunder,
+    in whole or in part, to an Affiliate or in connection with the transfer or sale
+    of all or substantially all of its assets related to the Licensed Product or the
+    business relating thereto, or in the event of its merger or consolidation or change
+    in control or similar transaction.
+  - 9.2     Relationship  of  Parties.  The parties are independent contractors              -------------------------
+    under  this  Agreement  and  no  other  relationship  is  intended,  including
+    a partnership,  franchise,  joint  venture,  agency, employer/employee, fiduciary,
+    master/servant  relationship, or other special relationship. Neither party shall
+    act  in  a  manner  which expresses or implies a relationship other than that
+    of independent  contractor,  nor  bind  the  other  party.
+- source_sentence: In which section can I find the specifics of the 'Initial Term'?
   sentences:
-  - If circumstances require VOTOCAST to raise its rates more than ten percent (10%)
-    during any Renewal Term, VOTOCAST will provide Licensee cost related supporting
-    documentation to justify the rate increase.
-  - 1.32 "Maximum Capacity" has the meaning set forth in Section 2.6.
-  - 2.12    Contact Center Products
-- source_sentence: Are device-level setting opt outs effective against all types of
-    targeted advertising?
+  - 1.22 "Initial Term" has the meaning set forth in Section 8.1.
+  - If the Reseller sells less than 50% of any year's Annual Milestone, Todos, in
+    its sole discretion, may either (a) cancel the Reseller's exclusivity, and market,
+    distribute, and sell the Products in the Territory directly or indirectly through
+    other distributors and resellers, while leaving the Reseller with a non-exclusive
+    right to distribute and sell the Products for the remainder of the term, or (b)
+    terminate the Agreement upon one hundred eighty (180) days prior written notice,
+    provided that the Reseller does not cure its failure to achieve 50% of the applicable
+    year's Annual Milestone within the 180-day notice period.
+  - 6 Term and Termination.
+- source_sentence: In what circumstances can FCE assume responsibility for a Program
+    Patent?
   sentences:
-  - A User may prevent or limit targeted advertising from device settings which may
-    vary from device to device. For example, if you are using an iOS device with iOS
-    7 or a newer version, this can be done from settings/privacy/advertising by resetting
-    advertising identifier or limiting ad tracking setting. If you are using Google
-    Android device with Android 2.3 or a later version, you can find the ad identifier
-    settings in the app drawer under Google Settings> Ads. Please note that activation
-    of any applicable "Do-not-track" settings on the User's mobile device or any other
-    device-level setting opt outs for targeted advertising, (to the extent that such
-    options exist) may not cease all tracking activities by TabTale's third parties'
-    service providers.
-  - We may collect information that You give to us, for example when You sign up to
-    use our Services (in the Service or via third party login/connect). This information
-    may include your name, unique username, pictures of yourself, e-mail address,
-    date of birth, phone number.
-  - Cookies and Advertising Please refer to our Cookie Statement for more information
-    about your choices around cookies and related technologies.
+  - We may also collect anonymous, statistical data from users of the Services, such
+    as a user's browser version, operating system version, country, page loading time,
+    type of device, number of visits, time using the Services, network, demographic
+    estimates, flow-through the website and/or Services or referral source, which
+    may then be aggregated. We may use non-personal data that we collect from you
+    to improve the Services or to support advertising services. For registered users,
+    this anonymous, statistical data may include that relating to their activities,
+    such as high scores, game rankings, league rankings, game challenges, avatars
+    etc.
+  - Notwithstanding the foregoing, in the event ExxonMobil decides not to prosecute,
+    defend, enforce, maintain or decides to abandon any Program Patent, then ExxonMobil
+    will provide notice thereof to FCE, and FCE will then have the right, but not
+    the obligation, to prosecute or maintain the Program Patent and sole responsibility
+    for the continuing costs, taxes, legal fees, maintenance fees and other fees associated
+    with that Program Patent.
+  - 4. Limitation of Liability of the Sponsor. The Sponsor shall not be liable for
+    any error of judgment or mistake of law or for any act or omission in the oversight,
+    administration or management of the Trust or the performance of its duties hereunder,
+    except for willful misfeasance, bad faith or gross negligence in the performance
+    of its duties, or by reason of the reckless disregard of its obligations and duties
+    hereunder. As used in this Section 4, the term "Sponsor" shall include Domini
+    and/or any of its affiliates and the directors, officers and employees of Domini
+    and/or any of its affiliates.
 model-index:
-- name: SentenceTransformer
+- name: SentenceTransformer based on sentence-transformers/msmarco-distilbert-base-v2
   results:
   - task:
       type: information-retrieval
@@ -138,106 +198,106 @@ model-index:
       type: msmarco-distilbert-base-v2
     metrics:
     - type: cosine_accuracy@1
-      value: 0.6938676381299332
+      value: 0.6422082459818309
       name: Cosine Accuracy@1
     - type: cosine_accuracy@3
-      value: 0.8775956284153006
+      value: 0.8230607966457023
       name: Cosine Accuracy@3
     - type: cosine_accuracy@5
-      value: 0.9355191256830601
+      value: 0.872816212438854
       name: Cosine Accuracy@5
     - type: cosine_accuracy@10
-      value: 0.9754705525197328
+      value: 0.9382250174703005
       name: Cosine Accuracy@10
     - type: cosine_precision@1
-      value: 0.6938676381299332
+      value: 0.6422082459818309
       name: Cosine Precision@1
     - type: cosine_precision@3
-      value: 0.2925318761384335
+      value: 0.27435359888190075
       name: Cosine Precision@3
     - type: cosine_precision@5
-      value: 0.18710382513661206
+      value: 0.1745632424877708
       name: Cosine Precision@5
     - type: cosine_precision@10
-      value: 0.09754705525197328
+      value: 0.09382250174703004
       name: Cosine Precision@10
     - type: cosine_recall@1
-      value: 0.6938676381299332
+      value: 0.6422082459818309
       name: Cosine Recall@1
     - type: cosine_recall@3
-      value: 0.8775956284153006
+      value: 0.8230607966457023
       name: Cosine Recall@3
     - type: cosine_recall@5
-      value: 0.9355191256830601
+      value: 0.872816212438854
       name: Cosine Recall@5
     - type: cosine_recall@10
-      value: 0.9754705525197328
+      value: 0.9382250174703005
       name: Cosine Recall@10
     - type: cosine_ndcg@10
-      value: 0.8405203190247353
+      value: 0.790195916846684
       name: Cosine Ndcg@10
     - type: cosine_mrr@10
-      value: 0.7965159356598299
+      value: 0.7427224274289222
       name: Cosine Mrr@10
     - type: cosine_map@100
-      value: 0.7978263921544507
+      value: 0.7454587747656682
       name: Cosine Map@100
     - type: dot_accuracy@1
-      value: 0.694474802671524
+      value: 0.6317260656883298
       name: Dot Accuracy@1
     - type: dot_accuracy@3
-      value: 0.8751669702489374
+      value: 0.8204053109713487
       name: Dot Accuracy@3
     - type: dot_accuracy@5
-      value: 0.9306618093503339
+      value: 0.8735150244584207
       name: Dot Accuracy@5
     - type: dot_accuracy@10
-      value: 0.9748633879781421
+      value: 0.9375262054507337
       name: Dot Accuracy@10
     - type: dot_precision@1
-      value: 0.694474802671524
+      value: 0.6317260656883298
       name: Dot Precision@1
     - type: dot_precision@3
-      value: 0.2917223234163125
+      value: 0.27346843699044954
       name: Dot Precision@3
     - type: dot_precision@5
-      value: 0.18613236187006682
+      value: 0.17470300489168414
       name: Dot Precision@5
     - type: dot_precision@10
-      value: 0.0974863387978142
+      value: 0.09375262054507337
       name: Dot Precision@10
     - type: dot_recall@1
-      value: 0.694474802671524
+      value: 0.6317260656883298
       name: Dot Recall@1
     - type: dot_recall@3
-      value: 0.8751669702489374
+      value: 0.8204053109713487
       name: Dot Recall@3
     - type: dot_recall@5
-      value: 0.9306618093503339
+      value: 0.8735150244584207
       name: Dot Recall@5
     - type: dot_recall@10
-      value: 0.9748633879781421
+      value: 0.9375262054507337
       name: Dot Recall@10
     - type: dot_ndcg@10
-      value: 0.8396499937012809
+      value: 0.7853441093620476
       name: Dot Ndcg@10
     - type: dot_mrr@10
-      value: 0.7956702421911849
+      value: 0.7364890242143864
       name: Dot Mrr@10
     - type: dot_map@100
-      value: 0.7970281120329098
+      value: 0.7392413927907737
       name: Dot Map@100
 ---
 
-# SentenceTransformer
+# SentenceTransformer based on sentence-transformers/msmarco-distilbert-base-v2
 
-This is a [sentence-transformers](https://www.SBERT.net) model trained. 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.
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/msmarco-distilbert-base-v2](https://huggingface.co/sentence-transformers/msmarco-distilbert-base-v2). 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:** [Unknown](https://huggingface.co/unknown) -->
+- **Base model:** [sentence-transformers/msmarco-distilbert-base-v2](https://huggingface.co/sentence-transformers/msmarco-distilbert-base-v2) <!-- at revision 741fcf2d6eabaf0927bfe49c6d9c577df95d3c40 -->
 - **Maximum Sequence Length:** 350 tokens
 - **Output Dimensionality:** 768 tokens
 - **Similarity Function:** Cosine Similarity
@@ -278,9 +338,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("kperkins411/msmarco-distilbert-base-v2_triplet_legal")
 # Run inference
 sentences = [
-    'Are device-level setting opt outs effective against all types of targeted advertising?',
-    'A User may prevent or limit targeted advertising from device settings which may vary from device to device. For example, if you are using an iOS device with iOS 7 or a newer version, this can be done from settings/privacy/advertising by resetting advertising identifier or limiting ad tracking setting. If you are using Google Android device with Android 2.3 or a later version, you can find the ad identifier settings in the app drawer under Google Settings> Ads. Please note that activation of any applicable "Do-not-track" settings on the User\'s mobile device or any other device-level setting opt outs for targeted advertising, (to the extent that such options exist) may not cease all tracking activities by TabTale\'s third parties\' service providers.',
-    'Cookies and Advertising Please refer to our Cookie Statement for more information about your choices around cookies and related technologies.',
+    'In what circumstances can FCE assume responsibility for a Program Patent?',
+    'Notwithstanding the foregoing, in the event ExxonMobil decides not to prosecute, defend, enforce, maintain or decides to abandon any Program Patent, then ExxonMobil will provide notice thereof to FCE, and FCE will then have the right, but not the obligation, to prosecute or maintain the Program Patent and sole responsibility for the continuing costs, taxes, legal fees, maintenance fees and other fees associated with that Program Patent.',
+    '4. Limitation of Liability of the Sponsor. The Sponsor shall not be liable for any error of judgment or mistake of law or for any act or omission in the oversight, administration or management of the Trust or the performance of its duties hereunder, except for willful misfeasance, bad faith or gross negligence in the performance of its duties, or by reason of the reckless disregard of its obligations and duties hereunder. As used in this Section 4, the term "Sponsor" shall include Domini and/or any of its affiliates and the directors, officers and employees of Domini and/or any of its affiliates.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -326,36 +386,36 @@ You can finetune this model on your own dataset.
 
 | Metric              | Value      |
 |:--------------------|:-----------|
-| cosine_accuracy@1   | 0.6939     |
-| cosine_accuracy@3   | 0.8776     |
-| cosine_accuracy@5   | 0.9355     |
-| cosine_accuracy@10  | 0.9755     |
-| cosine_precision@1  | 0.6939     |
-| cosine_precision@3  | 0.2925     |
-| cosine_precision@5  | 0.1871     |
-| cosine_precision@10 | 0.0975     |
-| cosine_recall@1     | 0.6939     |
-| cosine_recall@3     | 0.8776     |
-| cosine_recall@5     | 0.9355     |
-| cosine_recall@10    | 0.9755     |
-| cosine_ndcg@10      | 0.8405     |
-| cosine_mrr@10       | 0.7965     |
-| **cosine_map@100**  | **0.7978** |
-| dot_accuracy@1      | 0.6945     |
-| dot_accuracy@3      | 0.8752     |
-| dot_accuracy@5      | 0.9307     |
-| dot_accuracy@10     | 0.9749     |
-| dot_precision@1     | 0.6945     |
-| dot_precision@3     | 0.2917     |
-| dot_precision@5     | 0.1861     |
-| dot_precision@10    | 0.0975     |
-| dot_recall@1        | 0.6945     |
-| dot_recall@3        | 0.8752     |
-| dot_recall@5        | 0.9307     |
-| dot_recall@10       | 0.9749     |
-| dot_ndcg@10         | 0.8396     |
-| dot_mrr@10          | 0.7957     |
-| dot_map@100         | 0.797      |
+| cosine_accuracy@1   | 0.6422     |
+| cosine_accuracy@3   | 0.8231     |
+| cosine_accuracy@5   | 0.8728     |
+| cosine_accuracy@10  | 0.9382     |
+| cosine_precision@1  | 0.6422     |
+| cosine_precision@3  | 0.2744     |
+| cosine_precision@5  | 0.1746     |
+| cosine_precision@10 | 0.0938     |
+| cosine_recall@1     | 0.6422     |
+| cosine_recall@3     | 0.8231     |
+| cosine_recall@5     | 0.8728     |
+| cosine_recall@10    | 0.9382     |
+| cosine_ndcg@10      | 0.7902     |
+| cosine_mrr@10       | 0.7427     |
+| **cosine_map@100**  | **0.7455** |
+| dot_accuracy@1      | 0.6317     |
+| dot_accuracy@3      | 0.8204     |
+| dot_accuracy@5      | 0.8735     |
+| dot_accuracy@10     | 0.9375     |
+| dot_precision@1     | 0.6317     |
+| dot_precision@3     | 0.2735     |
+| dot_precision@5     | 0.1747     |
+| dot_precision@10    | 0.0938     |
+| dot_recall@1        | 0.6317     |
+| dot_recall@3        | 0.8204     |
+| dot_recall@5        | 0.8735     |
+| dot_recall@10       | 0.9375     |
+| dot_ndcg@10         | 0.7853     |
+| dot_mrr@10          | 0.7365     |
+| dot_map@100         | 0.7392     |
 
 <!--
 ## Bias, Risks and Limitations
@@ -376,7 +436,7 @@ You can finetune this model on your own dataset.
 #### Unnamed Dataset
 
 
-* Size: 93,522 training samples
+* Size: 88,018 training samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 1000 samples:
   |         | anchor                                                                             | positive                                                                            | negative                                                                            |
@@ -402,19 +462,19 @@ You can finetune this model on your own dataset.
 #### Unnamed Dataset
 
 
-* Size: 1,055 evaluation samples
+* Size: 1,084 evaluation samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 1000 samples:
   |         | anchor                                                                             | positive                                                                           | negative                                                                            |
   |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
   | type    | string                                                                             | string                                                                             | string                                                                              |
-  | details | <ul><li>min: 7 tokens</li><li>mean: 18.05 tokens</li><li>max: 152 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 98.99 tokens</li><li>max: 350 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 105.03 tokens</li><li>max: 350 tokens</li></ul> |
+  | details | <ul><li>min: 6 tokens</li><li>mean: 20.24 tokens</li><li>max: 124 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 97.01 tokens</li><li>max: 350 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 105.03 tokens</li><li>max: 350 tokens</li></ul> |
 * Samples:
-  | anchor                                                               | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                               | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
-  |:---------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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-  | <code>Do pixel tags remain invisible when embedded in emails?</code> | <code>Pixel tags. We embed pixel tags (also called web beacons or clear GIFs) on web pages, ads, and emails. These tiny, invisible graphics are used to access cookies and track user activities (such as how many times a page is viewed). We use pixel tags to measure the popularity of our features and services. Ad companies also use pixel tags to measure the number of ads displayed and their performance (such as how many people clicked on an ad).</code> | <code>You can prevent Peel from showing you targeted ads by sending an email to [email protected] and asking to opt-out of targeted advertising. Opting-out will only prevent targeted ads from being displayed so you may continue to see generic (non-targeted) ads from Peel after you opt-out. For more information on Interest-Based Ads or to stop use of tracking technologies for these purposes, go to www.aboutads.info or www.networkadvertising.org.</code>                                                                                                                                                                                                                                                                                                                                                                         |
+  | anchor                                                                                                  | positive                                                                                                                                                                                                                                                                                                                                     | negative                                                                                                                                                                                                                                                                                                                                                                                |
+  |:--------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>Are Capital Contributions categorized as either 'Initial' or 'Additional' in the accounts?</code> | <code>Capital Accounts<br><br>An individual capital account (the "Capital Accounts") will be maintained for each Participant and their Initial Capital Contribution will be credited to this account. Any Additional Capital Contributions made by any Participant will be credited to that Participant's individual Capital Account.</code> | <code>Section 4.3 Deposits and Payments 19</code>                                                                                                                                                                                                                                                                                                                                       |
+  | <code>Are Capital Contributions categorized as either 'Initial' or 'Additional' in the accounts?</code> | <code>Capital Accounts<br><br>An individual capital account (the "Capital Accounts") will be maintained for each Participant and their Initial Capital Contribution will be credited to this account. Any Additional Capital Contributions made by any Participant will be credited to that Participant's individual Capital Account.</code> | <code>Section 2.1 The Fund agrees at its own expense to execute any and all documents, to furnish any and all information, and to take any other actions that may be reasonably necessary in connection with the qualification of the Shares for sale in those states that Integrity may designate.</code>                                                                              |
+  | <code>Are Capital Contributions categorized as either 'Initial' or 'Additional' in the accounts?</code> | <code>Capital Accounts<br><br>An individual capital account (the "Capital Accounts") will be maintained for each Participant and their Initial Capital Contribution will be credited to this account. Any Additional Capital Contributions made by any Participant will be credited to that Participant's individual Capital Account.</code> | <code>Section 1.9 Integrity shall prepare and deliver reports to the Treasurer of the Fund and to the Investment Adviser on a regular, at least quarterly, basis, showing the distribution expenses incurred pursuant to this Agreement and the Plan and the purposes therefore, as well as any supplemental reports as the Trustees, from time to time, may reasonably request.</code> |
 * Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
   ```json
   {
@@ -430,7 +490,6 @@ You can finetune this model on your own dataset.
 - `per_device_train_batch_size`: 128
 - `per_device_eval_batch_size`: 128
 - `learning_rate`: 2e-05
-- `num_train_epochs`: 1
 - `warmup_ratio`: 0.1
 - `fp16`: True
 - `load_best_model_at_end`: True
@@ -455,7 +514,7 @@ You can finetune this model on your own dataset.
 - `adam_beta2`: 0.999
 - `adam_epsilon`: 1e-08
 - `max_grad_norm`: 1.0
-- `num_train_epochs`: 1
+- `num_train_epochs`: 3
 - `max_steps`: -1
 - `lr_scheduler_type`: linear
 - `lr_scheduler_kwargs`: {}
@@ -551,17 +610,32 @@ You can finetune this model on your own dataset.
 </details>
 
 ### Training Logs
-| Epoch   | Step    | Training Loss | loss       | msmarco-distilbert-base-v2_cosine_map@100 |
-|:-------:|:-------:|:-------------:|:----------:|:-----------------------------------------:|
-| 0       | 0       | -             | -          | 0.7970                                    |
-| 0.1368  | 100     | 0.1498        | -          | -                                         |
-| 0.2736  | 200     | 0.0868        | -          | -                                         |
-| 0.4104  | 300     | 0.0955        | -          | -                                         |
-| 0.5472  | 400     | 0.1114        | -          | -                                         |
-| 0.6840  | 500     | 0.1218        | -          | -                                         |
-| 0.8208  | 600     | 0.1339        | -          | -                                         |
-| 0.9576  | 700     | 0.1557        | -          | -                                         |
-| **1.0** | **731** | **-**         | **0.3184** | **0.7978**                                |
+| Epoch      | Step     | Training Loss | loss       | msmarco-distilbert-base-v2_cosine_map@100 |
+|:----------:|:--------:|:-------------:|:----------:|:-----------------------------------------:|
+| 0          | 0        | -             | -          | 0.6601                                    |
+| 0.1453     | 100      | 1.5696        | -          | -                                         |
+| 0.2907     | 200      | 0.7941        | -          | -                                         |
+| 0.4360     | 300      | 0.6151        | -          | -                                         |
+| 0.5814     | 400      | 0.5458        | -          | -                                         |
+| 0.7267     | 500      | 0.5085        | -          | -                                         |
+| 0.8721     | 600      | 0.4601        | -          | -                                         |
+| 1.0131     | 697      | -             | 0.3492     | -                                         |
+| 1.0044     | 700      | 0.4055        | -          | -                                         |
+| 1.1497     | 800      | 0.3538        | -          | -                                         |
+| 1.2951     | 900      | 0.2245        | -          | -                                         |
+| 1.4404     | 1000     | 0.1821        | -          | -                                         |
+| 1.5858     | 1100     | 0.1761        | -          | -                                         |
+| 1.7311     | 1200     | 0.1872        | -          | -                                         |
+| 1.8765     | 1300     | 0.169         | -          | -                                         |
+| 2.0131     | 1394     | -             | 0.2674     | -                                         |
+| 2.0087     | 1400     | 0.1502        | -          | -                                         |
+| 2.1541     | 1500     | 0.1416        | -          | -                                         |
+| 2.2994     | 1600     | 0.0914        | -          | -                                         |
+| 2.4448     | 1700     | 0.0868        | -          | -                                         |
+| 2.5901     | 1800     | 0.0854        | -          | -                                         |
+| 2.7355     | 1900     | 0.0905        | -          | -                                         |
+| 2.8808     | 2000     | 0.0888        | -          | -                                         |
+| **2.9738** | **2064** | **-**         | **0.2272** | **0.7455**                                |
 
 * The bold row denotes the saved checkpoint.
 

config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "models/msmarco-distilbert-base-v2_triplet/final",
+  "_name_or_path": "models/msmarco-distilbert-base-v2_triplet_legal/final",
   "activation": "gelu",
   "architectures": [
     "DistilBertModel"

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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+oid sha256:5b0dcaa159de5c2800f1c4623503b8f88d7bba2e9d2dcd5aefb59d7f3474597f
 size 265462608