pujithapsx/finetuned_bge_reranker_m3_merged_fullrecord_v1

CrossEncoder based on BAAI/bge-reranker-v2-m3

This is a Cross Encoder model finetuned from BAAI/bge-reranker-v2-m3 using the sentence-transformers library. It computes scores for pairs of texts, which can be used for text reranking and semantic search.

Model Details

Model Description

• Model Type: Cross Encoder
• Base model: BAAI/bge-reranker-v2-m3
• Maximum Sequence Length: 512 tokens
• Number of Output Labels: 1 label

Model Sources

• Documentation: Sentence Transformers Documentation
• Documentation: Cross Encoder Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Cross Encoders on Hugging Face

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 CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("pujithapsx/finetuned_bge_reranker_m3_merged_fullrecord_v1")
# Get scores for pairs of texts
pairs = [
    ['Name: Rohan Rao Sharma | First: Rohan | Middle: Rao | Last: Sharma | Gender: M | DOB: 1983-08-04 | Spouse:  | Mother:  | Father:  | Company: ORACLE INDIA | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 551 KORAMANGALA NEAR MALL | City: AHMEDABAD | State: GUJARAT | ZIP: 380071 | Address1: 551 KORAMANGALA NEAR MALL | City1: AHMEDABAD | State1: GUJARAT | ZIP1: 380071 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 8641615633 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: rohan.sharma@gmail.com | Email1:  | Email2:  | Email3:  | Email4: ', 'Name: Rohan Rao Sharma | First: Rohan | Middle: Rao | Last: Sharma | Gender: M | DOB: 1983-08-04 | Spouse:  | Mother:  | Father:  | Company: ORACLE INDIA | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 551 KORAMANGALA NEAR MALL | City: AHMEDABAD | State: GUJARAT | ZIP: 380071 | Address1: 551 KORAMANGALA NEAR MALL | City1: AHMEDABAD | State1: GUJARAT | ZIP1: 380071 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone:  | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: rohan.sharma@yahoo.com | Email1:  | Email2:  | Email3:  | Email4: '],
    ['Name: Priya Prasad Reddy | First: Priya | Middle: Prasad | Last: Reddy | Gender: F | DOB: 1983-07-03 | Spouse:  | Mother:  | Father:  | Company: GLOBAL INFOTECH | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: FLAT 401, LAKE APT, 24 MAIN RD | City: LUCKNOW | State: UTTAR PRADESH | ZIP: 226001 | Address1: FLAT 401, LAKE APT, 24 MAIN RD | City1: LUCKNOW | State1: UTTAR PRADESH | ZIP1: 226001 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9149203558 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: priyareddy@gmail.com | Email1: priya.reddy@globalinfotech.com | Email2:  | Email3:  | Email4: ', 'Name: Priya  Reddy | First: Priya | Middle:  | Last: Reddy | Gender: F | DOB: 1983-07-03 | Spouse:  | Mother:  | Father:  | Company: GLOBAL INFOTECH PVT LTD | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: FLAT 401, LAKE APARTMENT, 24 MAIN ROAD | City: LUCKNOW | State: UTTAR PRADESH | ZIP: 226001 | Address1: FLAT 401, LAKE APARTMENT, 24 MAIN ROAD | City1: LUCKNOW | State1: UTTAR PRADESH | ZIP1: 226001 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9208449460 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: priyareddy@gmail.com | Email1: priya.reddy@globalinfotech.com | Email2:  | Email3:  | Email4: '],
    ['Name: Aditya Singh | First: Aditya | Middle:  | Last: Singh | Gender: M | DOB: 1982-02-07 | Spouse:  | Mother:  | Father:  | Company: CAPGEMINI INDIA | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 753 SECTOR 12 NEAR PARK | City: COIMBATORE | State: TAMIL NADU | ZIP: 641099 | Address1: 753 SECTOR 12 NEAR PARK | City1: COIMBATORE | State1: TAMIL NADU | ZIP1: 641099 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone:  | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: adityasingh@company.in | Email1:  | Email2:  | Email3:  | Email4: ', 'Name: Kiran Chopra | First: Kiran | Middle:  | Last: Chopra | Gender: M | DOB: 1986-04-13 | Spouse:  | Mother:  | Father:  | Company: GOOGLE INDIA | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 524 MG ROAD NEAR SCHOOL | City: NAGPUR | State: MAHARASHTRA | ZIP: 440013 | Address1: 524 MG ROAD NEAR SCHOOL | City1: NAGPUR | State1: MAHARASHTRA | ZIP1: 440013 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone:  | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: kiranchopra@company.in | Email1:  | Email2:  | Email3:  | Email4: '],
    ['Name: Divya Patel | First: Divya | Middle:  | Last: Patel | Gender: F | DOB: 1985-02-01 | Spouse:  | Mother:  | Father:  | Company: INFOSYS TECHNOLOGIES | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 316 SECTOR 12 NEAR PARK | City: HYDERABAD | State: TELANGANA | ZIP: 500048 | Address1: 316 SECTOR 12 NEAR PARK | City1: HYDERABAD | State1: TELANGANA | ZIP1: 500048 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 8883181644 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: divyapatel@outlook.com | Email1:  | Email2:  | Email3:  | Email4: ', 'Name: Nitin Rao | First: Nitin | Middle:  | Last: Rao | Gender: M | DOB: 1987-12-02 | Spouse:  | Mother:  | Father:  | Company: RELIANCE JIO | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 612 BANJARA HILLS NEAR PARK | City: COIMBATORE | State: TAMIL NADU | ZIP: 641039 | Address1: 612 BANJARA HILLS NEAR PARK | City1: COIMBATORE | State1: TAMIL NADU | ZIP1: 641039 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9358550137 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: nitinrao@gmail.com | Email1:  | Email2:  | Email3:  | Email4: '],
    ['Name: Neha Gupta | First: Neha | Middle:  | Last: Gupta | Gender: F | DOB: 1981-04-13 | Spouse:  | Mother:  | Father:  | Company: HEALTHCARE SYSTEMS | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: HOUSE 57, BLOCK A kanpur | City: KANPUR | State: UTTAR PRADESH | ZIP: 208001 | Address1: HOUSE 57, BLOCK A kanpur | City1: KANPUR | State1: UTTAR PRADESH | ZIP1: 208001 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9423646570 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: nehagupta@gmail.com | Email1:  | Email2:  | Email3:  | Email4: ', 'Name: Vikram Gupta | First: Vikram | Middle:  | Last: Gupta | Gender: M | DOB: 1993-06-04 | Spouse:  | Mother:  | Father:  | Company: TECH SOLUTIONS PVT LTD | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: PLOT 510, NEAR TEMPLE delhi | City: DELHI | State: DELHI | ZIP: 110001 | Address1: PLOT 510, NEAR TEMPLE delhi | City1: DELHI | State1: DELHI | ZIP1: 110001 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9288650860 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: vikramgupta@yahoo.com | Email1:  | Email2:  | Email3:  | Email4: '],
]
scores = model.predict(pairs)
print(scores.shape)
# (5,)

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    'Name: Rohan Rao Sharma | First: Rohan | Middle: Rao | Last: Sharma | Gender: M | DOB: 1983-08-04 | Spouse:  | Mother:  | Father:  | Company: ORACLE INDIA | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 551 KORAMANGALA NEAR MALL | City: AHMEDABAD | State: GUJARAT | ZIP: 380071 | Address1: 551 KORAMANGALA NEAR MALL | City1: AHMEDABAD | State1: GUJARAT | ZIP1: 380071 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 8641615633 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: rohan.sharma@gmail.com | Email1:  | Email2:  | Email3:  | Email4: ',
    [
        'Name: Rohan Rao Sharma | First: Rohan | Middle: Rao | Last: Sharma | Gender: M | DOB: 1983-08-04 | Spouse:  | Mother:  | Father:  | Company: ORACLE INDIA | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 551 KORAMANGALA NEAR MALL | City: AHMEDABAD | State: GUJARAT | ZIP: 380071 | Address1: 551 KORAMANGALA NEAR MALL | City1: AHMEDABAD | State1: GUJARAT | ZIP1: 380071 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone:  | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: rohan.sharma@yahoo.com | Email1:  | Email2:  | Email3:  | Email4: ',
        'Name: Priya  Reddy | First: Priya | Middle:  | Last: Reddy | Gender: F | DOB: 1983-07-03 | Spouse:  | Mother:  | Father:  | Company: GLOBAL INFOTECH PVT LTD | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: FLAT 401, LAKE APARTMENT, 24 MAIN ROAD | City: LUCKNOW | State: UTTAR PRADESH | ZIP: 226001 | Address1: FLAT 401, LAKE APARTMENT, 24 MAIN ROAD | City1: LUCKNOW | State1: UTTAR PRADESH | ZIP1: 226001 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9208449460 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: priyareddy@gmail.com | Email1: priya.reddy@globalinfotech.com | Email2:  | Email3:  | Email4: ',
        'Name: Kiran Chopra | First: Kiran | Middle:  | Last: Chopra | Gender: M | DOB: 1986-04-13 | Spouse:  | Mother:  | Father:  | Company: GOOGLE INDIA | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 524 MG ROAD NEAR SCHOOL | City: NAGPUR | State: MAHARASHTRA | ZIP: 440013 | Address1: 524 MG ROAD NEAR SCHOOL | City1: NAGPUR | State1: MAHARASHTRA | ZIP1: 440013 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone:  | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: kiranchopra@company.in | Email1:  | Email2:  | Email3:  | Email4: ',
        'Name: Nitin Rao | First: Nitin | Middle:  | Last: Rao | Gender: M | DOB: 1987-12-02 | Spouse:  | Mother:  | Father:  | Company: RELIANCE JIO | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: 612 BANJARA HILLS NEAR PARK | City: COIMBATORE | State: TAMIL NADU | ZIP: 641039 | Address1: 612 BANJARA HILLS NEAR PARK | City1: COIMBATORE | State1: TAMIL NADU | ZIP1: 641039 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9358550137 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: nitinrao@gmail.com | Email1:  | Email2:  | Email3:  | Email4: ',
        'Name: Vikram Gupta | First: Vikram | Middle:  | Last: Gupta | Gender: M | DOB: 1993-06-04 | Spouse:  | Mother:  | Father:  | Company: TECH SOLUTIONS PVT LTD | ParentCompany:  | TaxID:  | LicenseID:  | PassportID:  | Address: PLOT 510, NEAR TEMPLE delhi | City: DELHI | State: DELHI | ZIP: 110001 | Address1: PLOT 510, NEAR TEMPLE delhi | City1: DELHI | State1: DELHI | ZIP1: 110001 | Address2:  | City2:  | State2:  | ZIP2:  | Address3:  | City3:  | State3:  | ZIP3:  | Address4:  | City4:  | State4:  | ZIP4:  | Phone: 9288650860 | Phone1:  | Phone2:  | Phone3:  | Phone4:  | Email: vikramgupta@yahoo.com | Email1:  | Email2:  | Email3:  | Email4: ',
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Evaluation

Metrics

Cross Encoder Classification

• Dataset: rich-entity-matching-lora
• Evaluated with CrossEncoderClassificationEvaluator

Metric	Value
accuracy	1.0
accuracy_threshold	0.4994
f1	1.0
f1_threshold	0.4994
precision	1.0
recall	1.0
average_precision	1.0

Training Details

Training Dataset

Unnamed Dataset

• Size: 126 training samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 126 samples:

  	sentence1	sentence2	label
  type	string	string	int
  details	min: 622 characters mean: 660.92 characters max: 715 characters	min: 627 characters mean: 664.96 characters max: 731 characters	0: ~53.97% 1: ~46.03%

• Samples:

  sentence1	sentence2	label
  Name: Arjun Singh | First: Arjun | Middle: | Last: Singh | Gender: M | DOB: 1997-12-22 | Spouse: | Mother: | Father: | Company: RELIANCE JIO | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: 910 KORAMANGALA NEAR MALL | City: PUNE | State: MAHARASHTRA | ZIP: 411092 | Address1: 910 KORAMANGALA NEAR MALL | City1: PUNE | State1: MAHARASHTRA | ZIP1: 411092 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: | Phone1: | Phone2: | Phone3: | Phone4: | Email: arjunsingh@workmail.com | Email1: | Email2: | Email3: | Email4:	Name: Swati Nair | First: Swati | Middle: | Last: Nair | Gender: F | DOB: 2003-05-24 | Spouse: | Mother: | Father: | Company: ZOMATO | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: 108 MAIN BAZAR NEAR SCHOOL | City: CHENNAI | State: TAMIL NADU | ZIP: 600078 | Address1: 108 MAIN BAZAR NEAR SCHOOL | City1: CHENNAI | State1: TAMIL NADU | ZIP1: 600078 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 7185520040 | Phone1: | Phone2: | Phone3: | Phone4: | Email: swatinair@yahoo.com | Email1: | Email2: | Email3: | Email4:	0
  Name: Rahul Iyer | First: Rahul | Middle: | Last: Iyer | Gender: M | DOB: 1980-02-25 | Spouse: | Mother: | Father: | Company: MANUFACTURING CO | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: FLAT 271, PARK APT, 32 MAIN RD | City: BANGALORE | State: KARNATAKA | ZIP: 560001 | Address1: FLAT 271, PARK APT, 32 MAIN RD | City1: BANGALORE | State1: KARNATAKA | ZIP1: 560001 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 9162959284 | Phone1: | Phone2: | Phone3: | Phone4: | Email: rahuliyer@gmail.com | Email1: rahul.iyer@manufacturingco.com | Email2: | Email3: | Email4:	Name: Rahul Iyer | First: Rahul | Middle: | Last: Iyer | Gender: M | DOB: 1980-02-25 | Spouse: | Mother: | Father: | Company: MANUFACTURING CO PVT LTD | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: FLAT 271, PARK APT, 32 MAIN RD | City: BANGALORE | State: KARNATAKA | ZIP: 560001 | Address1: FLAT 271, PARK APT, 32 MAIN RD | City1: BANGALORE | State1: KARNATAKA | ZIP1: 560001 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 9162959284 | Phone1: | Phone2: | Phone3: | Phone4: | Email: rahuliyer@gmail.com | Email1: rahul.iyer@manufacturingco.com | Email2: | Email3: | Email4:	1
  Name: Amit Reddy | First: Amit | Middle: | Last: Reddy | Gender: M | DOB: 1994-06-17 | Spouse: | Mother: | Father: | Company: AUTO PARTS PVT | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: HOUSE 112, SECTOR 12 kanpur | City: KANPUR | State: UTTAR PRADESH | ZIP: 208001 | Address1: HOUSE 112, SECTOR 12 kanpur | City1: KANPUR | State1: UTTAR PRADESH | ZIP1: 208001 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 9337887233 | Phone1: | Phone2: | Phone3: | Phone4: | Email: amitreddy@gmail.com | Email1: | Email2: | Email3: | Email4:	Name: Pradeep Gupta | First: Pradeep | Middle: | Last: Gupta | Gender: M | DOB: 2004-11-01 | Spouse: | Mother: | Father: | Company: MANUFACTURING CO | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: PLOT 491, NEAR TEMPLE delhi | City: DELHI | State: DELHI | ZIP: 110001 | Address1: PLOT 491, NEAR TEMPLE delhi | City1: DELHI | State1: DELHI | ZIP1: 110001 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 9836691577 | Phone1: | Phone2: | Phone3: | Phone4: | Email: pradeepgupta@yahoo.com | Email1: | Email2: | Email3: | Email4:	0

• Loss: BinaryCrossEntropyLoss with these parameters:

  {
      "activation_fn": "torch.nn.modules.linear.Identity",
      "pos_weight": null
  }
  

Evaluation Dataset

Unnamed Dataset

• Size: 32 evaluation samples
• Columns: sentence1, sentence2, and label
• Approximate statistics based on the first 32 samples:

  	sentence1	sentence2	label
  type	string	string	int
  details	min: 620 characters mean: 661.31 characters max: 708 characters	min: 628 characters mean: 660.66 characters max: 720 characters	0: ~53.12% 1: ~46.88%

• Samples:

  sentence1	sentence2	label
  Name: Rohan Rao Sharma | First: Rohan | Middle: Rao | Last: Sharma | Gender: M | DOB: 1983-08-04 | Spouse: | Mother: | Father: | Company: ORACLE INDIA | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: 551 KORAMANGALA NEAR MALL | City: AHMEDABAD | State: GUJARAT | ZIP: 380071 | Address1: 551 KORAMANGALA NEAR MALL | City1: AHMEDABAD | State1: GUJARAT | ZIP1: 380071 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 8641615633 | Phone1: | Phone2: | Phone3: | Phone4: | Email: rohan.sharma@gmail.com | Email1: | Email2: | Email3: | Email4:	Name: Rohan Rao Sharma | First: Rohan | Middle: Rao | Last: Sharma | Gender: M | DOB: 1983-08-04 | Spouse: | Mother: | Father: | Company: ORACLE INDIA | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: 551 KORAMANGALA NEAR MALL | City: AHMEDABAD | State: GUJARAT | ZIP: 380071 | Address1: 551 KORAMANGALA NEAR MALL | City1: AHMEDABAD | State1: GUJARAT | ZIP1: 380071 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: | Phone1: | Phone2: | Phone3: | Phone4: | Email: rohan.sharma@yahoo.com | Email1: | Email2: | Email3: | Email4:	1
  Name: Priya Prasad Reddy | First: Priya | Middle: Prasad | Last: Reddy | Gender: F | DOB: 1983-07-03 | Spouse: | Mother: | Father: | Company: GLOBAL INFOTECH | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: FLAT 401, LAKE APT, 24 MAIN RD | City: LUCKNOW | State: UTTAR PRADESH | ZIP: 226001 | Address1: FLAT 401, LAKE APT, 24 MAIN RD | City1: LUCKNOW | State1: UTTAR PRADESH | ZIP1: 226001 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 9149203558 | Phone1: | Phone2: | Phone3: | Phone4: | Email: priyareddy@gmail.com | Email1: priya.reddy@globalinfotech.com | Email2: | Email3: | Email4:	Name: Priya Reddy | First: Priya | Middle: | Last: Reddy | Gender: F | DOB: 1983-07-03 | Spouse: | Mother: | Father: | Company: GLOBAL INFOTECH PVT LTD | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: FLAT 401, LAKE APARTMENT, 24 MAIN ROAD | City: LUCKNOW | State: UTTAR PRADESH | ZIP: 226001 | Address1: FLAT 401, LAKE APARTMENT, 24 MAIN ROAD | City1: LUCKNOW | State1: UTTAR PRADESH | ZIP1: 226001 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: 9208449460 | Phone1: | Phone2: | Phone3: | Phone4: | Email: priyareddy@gmail.com | Email1: priya.reddy@globalinfotech.com | Email2: | Email3: | Email4:	1
  Name: Aditya Singh | First: Aditya | Middle: | Last: Singh | Gender: M | DOB: 1982-02-07 | Spouse: | Mother: | Father: | Company: CAPGEMINI INDIA | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: 753 SECTOR 12 NEAR PARK | City: COIMBATORE | State: TAMIL NADU | ZIP: 641099 | Address1: 753 SECTOR 12 NEAR PARK | City1: COIMBATORE | State1: TAMIL NADU | ZIP1: 641099 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: | Phone1: | Phone2: | Phone3: | Phone4: | Email: adityasingh@company.in | Email1: | Email2: | Email3: | Email4:	Name: Kiran Chopra | First: Kiran | Middle: | Last: Chopra | Gender: M | DOB: 1986-04-13 | Spouse: | Mother: | Father: | Company: GOOGLE INDIA | ParentCompany: | TaxID: | LicenseID: | PassportID: | Address: 524 MG ROAD NEAR SCHOOL | City: NAGPUR | State: MAHARASHTRA | ZIP: 440013 | Address1: 524 MG ROAD NEAR SCHOOL | City1: NAGPUR | State1: MAHARASHTRA | ZIP1: 440013 | Address2: | City2: | State2: | ZIP2: | Address3: | City3: | State3: | ZIP3: | Address4: | City4: | State4: | ZIP4: | Phone: | Phone1: | Phone2: | Phone3: | Phone4: | Email: kiranchopra@company.in | Email1: | Email2: | Email3: | Email4:	0

• Loss: BinaryCrossEntropyLoss with these parameters:

  {
      "activation_fn": "torch.nn.modules.linear.Identity",
      "pos_weight": null
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 4
• gradient_accumulation_steps: 4
• learning_rate: 3e-05
• weight_decay: 0.05
• warmup_ratio: 0.2
• warmup_steps: 0.2
• dataloader_num_workers: 3
• load_best_model_at_end: True
• dataloader_pin_memory: False
• dataloader_persistent_workers: True

All Hyperparameters

Click to expand

• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 4
• per_device_eval_batch_size: 8
• gradient_accumulation_steps: 4
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 3e-05
• weight_decay: 0.05
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 3
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: None
• warmup_ratio: 0.2
• warmup_steps: 0.2
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• enable_jit_checkpoint: False
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• use_cpu: False
• seed: 42
• data_seed: None
• bf16: False
• fp16: False
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: -1
• ddp_backend: None
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 3
• dataloader_prefetch_factor: None
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: True
• ignore_data_skip: False
• fsdp: []
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• group_by_length: False
• length_column_name: length
• project: huggingface
• trackio_space_id: trackio
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: False
• dataloader_persistent_workers: True
• skip_memory_metrics: True
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_for_metrics: []
• eval_do_concat_batches: True
• auto_find_batch_size: False
• full_determinism: False
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_num_input_tokens_seen: no
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: True
• use_cache: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss	Validation Loss	rich-entity-matching-lora_average_precision
0.5	4	0.0774	-	-
1.0	8	0.0427	-	-
1.5	12	0.0678	-	-
1.875	15	-	0.0067	1.0
2.0	16	0.0284	-	-
2.5	20	0.0091	-	-
3.0	24	0.0860	-	-

Framework Versions

• Python: 3.12.12
• Sentence Transformers: 5.2.3
• Transformers: 5.0.0
• PyTorch: 2.10.0+cpu
• Accelerate: 1.12.0
• Datasets: 4.8.3
• Tokenizers: 0.22.2

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",
}