Model: RK-1235/bge-base-FIR-matryoshka-BASELINE-10epo-triplet
Author: RK-1235
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:801, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-base-en, base_model:finetune:BAAI/bge-base-en, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:801, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en
widget: source_sentence: Who signed the case report and provided their signature at the end of the document?
sentences: First Information Report: The arrest of 30 quarts of country liquor occurred under Section 60 of the Excise Act by a team at Nawabad Police Station, Jhansi district. Today on the date 24/02/24, I, Mr. Brajesh Kumar Bhargava, along with Constable Lokendra Singh, filed report number 31 at 10:04 AM. We were patrolling the Binavar Care Area when we received special intelligence from the senior officer that an individual carrying white liquor was standing near the toilet behind the bus stand at Haveli Market. If acted quickly, he could be apprehended. Following the senior officer's information, I, Mr. May Hamrahi, accompanied by Constable Lokendra Singh, proceeded towards the bus stand in Ambedkar Nagar and moved towards the toilet inside Tala Pura. The senior officer signaled from a distance and returned. About 15 steps before the toilet, a person was seen standing with a white-colored bottle in his hand. As soon as the police approached him, he tried to run away but was caught on the, upon reaching the police station. Signatures: H/O Upendra Signature Navratan Singh U/N Signature Bhim Singh Signature English Unreadable SI 18/3/24 (Navin Tomar) U/N Police Station No. 113 Gautambuddhanagar Note: A copy of the case was given to the accused Mizruul above. Fingerprint Accused LTI Mizruul Signature English Unreadable SI 18/3/24 (Navin Tomar) U/N Police Station No. 113 Gautambuddhanagar 5 NC R.B (N.C.R.B) I.L.F.-I (Unified Investigation Form -1), I.l.F.-I (Unified Investigation Form -1) verified and found true., source_sentence: Who prepared and signed the arrest report?
sentences: First Information Report: Counterfeit letter service officer Shri Prabhari Inspector Sir Thana Khesra District Si. City Sir, respectfully informed that I am the petitioner Anurag Shukla SLO Raakesh Shukla village Mirwapur PO Beluakh Si. city resident today dated 28/02/24 my father Shri Raakesh Shukla Marvatia Market was returning home on a motorbike when around 5 PM in Basdia village near Pinto's tea shop as they reached there an old Ranjis regarding Raju alias Tira son Ramchandra alias Kallu Ajay son Avadhash Sanee Devl son Rajesh and some other people gathered together started beating my father with abuses calling him mother sister with sticks and slaps which caused my father to fall injured some people intervened and saved my father then the above-mentioned people left after threatening to kill my father we took our father to CHC Beloha where the doctor referred him to Naugadh due to severe injuries where his treatment is ongoing. Therefore, it is requested to Shri Man Ji to take, First Information Report: Counterfeit currency—seizure and search operation. Cash seizure of 380 rupees, one pen, one person arrested, charged under Section 13 G ACT, Thana Sadar Bazaar, Shahjahanpur District, today's date 20/3/2024. Officer ID 195, Devendra Kumar, along with colleague Officer ID 1774, Somveer, accompanied by informant, left from Haja police station and stopped at Ashfaqnagar area for routine checks, crime prevention, and peacekeeping measures. When the police approached near Baliji Temple, they received special intelligence from an informant that a person standing near Chamakni Police Station was involved in counterfeit currency transactions and could be caught quickly. The police believed the informant and conducted searches on each other to ensure no one had criminal material. Accompanied by the informant, they proceeded to the location indicated by the informant. Upon reaching Sharab Bhatti Sahibaznagar Road, the informant pointed out from a distance that someone, and giving testimony, and they left without providing their names due to fear. Throughout the entire process, orders and guidelines of the Honorable Supreme Court and the National Human Rights Commission were fully followed. The arrest notice will be given to the concerned parties through appropriate means at the police station. This report was prepared by speaking and writing by me, Pradeep, and written by Ka 1952 Susant, read out and signed by all concerned, source_sentence: Where did the accident involving Ramesh Singh Kushwaha occur relative to the police station?
sentences: First Information Report: The complaint is in Hindi. Mr. Thana Adhyaksh Mahodaya Thana Birnora Janpad Gajipur Mahodaya is respectfully requested that the applicant Rajkumar Singh Kushwaha son of Chandrajit Singh Kushwaha, originally from village Araji Odasun, Thana Birnora, Janpad Gajipur, on today's date 12.03.2024, around 7:30 AM, my brother Ramesh Singh son of Chandrajit was going to check the fields from Gajipur Road when, about 200 meters from the police station, near Singh Kushwaha's house, in the western direction towards Ajmer, vehicle number UPSOABSO99 carelessly hit Ramesh Singh Kushwaha's rider from behind with great force, resulting in my brother Ramesh Singh Kushwaha dying on the spot. Therefore, it is requested that Mr. Ji kindly write a report (register) and take necessary action. Applicant's signature Rajkumar Singh Kushwaha son of Chandrajit Singh Kushwaha, village Araji Odasun, Thana Birnora, Janpad Gajipur, mobile 9532127579, date 12.03.2024. Note: I, Kanu Amit Kumar, Kumar Praja Pit 4 NC RB (NCRB) I.l.F.- (Unified Investigation Form-l), attached with screws. The hammer is made of iron, the total length being 2 cm (1 inch). The trigger guard is made of iron with a screw for opening and closing attached to an iron plate on the other side. The seized firearm is a brass cartridge marked KFSMM on its base. This act falls under the chargeable offense under Section 3/25 A Act. At around 10:10 am, while informing about the arrest, the orders and guidelines of the Human Rights Commission and the Supreme Court were followed, and Himanshu Singh son of Veerendra Singh, residing in Paradhan, Kotwali town, Maun district, was taken into custody under Section 3/25 A Act. One motorcycle vehicle numbered UPS4 AB7344 was seized from the scene, and when asked for registration, he could not show any, which is an offense under 207 M.V. Act. A report has been filed under 207 MV Act. The seized illegal firearm and cartridge were placed in a transparent plastic box brought by Constable Ka0 Manu Kumar and sealed with a sample seal. The case, source_sentence: How much money was given to Rajkumar Kanaujia on February 2, 2019?
sentences: cost Rupees 5 lakhs. Thus, under the pretext of getting the applicant and his brother Mo Arju's government jobs in the Panchayat Raj Department, a total of Rupees 10 lakhs was given to the aforementioned Rajkumar Kanaujia. The details are as follows: On February 2, 2019, Rupees 10,000 cash; on February 6, 2019, Rupees 40,000 cash; on August 17, 2019, Rupees 1,00,000 cash; on October 17, 2019, Rupees 49,000 cash; on July 23, 2020, Rupees 1,00,000 cash; on March 8, 2021, Rupees 50,000 cash; on March 26, 2021, Rupees 50,000 cash. The applicant gave this money directly to Rajkumar Kanaujia and withdrew from his sister-in-law's account. On February 27, 2020, Rupees 22,000 cash; on September 18, 2020, through NEFT, Rupees 1,00,000/-. Check No. 908768, Total Rupees 5,21,000/-. On October 22, 2021, Rupees 1,00,000 was given to Puran's wife Sony, who was sent by Rajkumar Kanaujia. The remaining Rupees 3,79,000/- was given in cash by the applicant to Rajkumar Kanaujia after borrowing from, First Information Report: The complaint is in Hindi. Mr. Thana Adhyaksh Mahodaya Thana Birnora Janpad Gajipur Mahodaya is respectfully requested that the applicant Rajkumar Singh Kushwaha son of Chandrajit Singh Kushwaha, originally from village Araji Odasun, Thana Birnora, Janpad Gajipur, on today's date 12.03.2024, around 7:30 AM, my brother Ramesh Singh son of Chandrajit was going to check the fields from Gajipur Road when, about 200 meters from the police station, near Singh Kushwaha's house, in the western direction towards Ajmer, vehicle number UPSOABSO99 carelessly hit Ramesh Singh Kushwaha's rider from behind with great force, resulting in my brother Ramesh Singh Kushwaha dying on the spot. Therefore, it is requested that Mr. Ji kindly write a report (register) and take necessary action. Applicant's signature Rajkumar Singh Kushwaha son of Chandrajit Singh Kushwaha, village Araji Odasun, Thana Birnora, Janpad Gajipur, mobile 9532127579, date 12.03.2024. Note: I, Kanu Amit Kumar, lid was opened. When asked for a license to carry raw liquor, he could not show it and requested forgiveness for his crime. The accused was taken to the custody of the police around 16:35. The lid of the seized bottle was sealed and stamped according to the Supreme Court order and instructions. No witnesses were available due to various reasons, and they left without giving their names and addresses. The incident report was written by me, Constable Shivdatt, and signed by my colleague Constable Somveer. The arrest information will be communicated to the public through appropriate channels upon reaching the police station. The signature is illegible in English by Constable Shivdatt, serial number 2175, Shahjahanpur Sadar Bazaar Police Station, dated 23.01.2024. The signature is legible in Hindi by Constable Somveer. A carbon copy of the report was given to the accused for acknowledgment. Note: I, Amarjeet Kumar, the main writer, certify that the copy of the report has been fed word by, source_sentence: Under which section of the law was Rahul Shishupal apprehended?
sentences: Mann son Saudan residing Kanhor Thana Pahadi Bharatpur Rajasthan, 5. Mustak son Hariya residing Ghagwadi Thana Kathwada Bharatpur Rajasthan, 6. Ikram son Iliaas residing Jamat Thana Punhana Noonu Mevata Haryana, 7. Nasir son Raju residing Bisru Thana Punhana Noonu Mevata Haryana, 8. Sahun son Rahmuddin residing Dhaulpur Thana Dhaulpur Faridabad Haryana, 9. Hakku alias Hakmu alias Hakmuddin son Nasru alias Nasrudeen residing Bichhor Thana Bichhor Noonu Mevata Haryana, 10. Kala alias Kala Minister son Kanura alias Kalua residing Kanhor Thana Pahadi Bharatpur Rajasthan are active members. The main activity of this gang is robbery, looting, and illegal smuggling which involves illegal money making, earning money to support themselves and their families, causing considerable fear and terror in the area. Due to the fear of this gang, no person from the public is willing to give testimony or write reports against them. These are habitual criminals described under Chapter 17 of the IPC. It is, 2023, Mr. Chakrapani Katiyar son of Ishwardayal Katiyar Balaji Hospital and SCAASTAKA Diagnostic Center Hardoi reported that the gang leader and gang members had created a fake web portal and spread false news through various news channels to the public and demanded 50,000 rupees per month from hospital staff and forcibly took 5,000 rupees from hospital staff on May 25, 2023. A case FIR No. 360/2023 under sections 34/386/506 IPC was registered at Kotwali City Police Station. After investigation, based on evidence, a charge sheet was sent to the court against the gang leader and members which is pending in the court. On May 28, 2023, Mr. Sudhanshu Mishra son of OP Mishra residing Bahra Saudagar Lucknow Road Thana Kotwali City Hardoi reported that he was beaten, abused, and threatened with death and demanded 5,000 rupees by the gang leader DD Shukla and gang members Mohit Mishra, Ankrit Mishra, and their other accomplices. A case FIR No. 35, raw liquor near the temple in the forest. The informant then left. We hid our two motorcycles and approached the person stealthily. When we reached the person, we noticed a large crowd around him. Seeing us, the crowd dispersed. We apprehended the person selling liquor with a show of force. After questioning the apprehended individual about his name and address and conducting a search, he identified himself as Rahul Shishupal, aged approximately 28 years, from Nanakganj Jhala village, Kotwali Police Station, Hardeo. During the search, a plastic bottle containing approximately 10 liters of raw liquor was seized. Opening the lid of the bottle, we smelled a pungent odor of raw liquor. The act of the apprehended individual falls under Section 60 ex.act. The accused was informed of his offense under Section 60 ex.act. When asked for authorization documents regarding the possession and sale of illegal raw liquor, he was unable to produce them and requested forgiveness for his mistake. The
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: SentenceTransformer based on BAAI/bge-base-en
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 1024
type: dim_1024
metrics: type: cosine_accuracy@1
value: 0.3888888888888889
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6823529411764706
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7300653594771241
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7973856209150327
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3888888888888889
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.22745098039215686
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1460130718954248
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07973856209150326
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3888888888888889
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6823529411764706
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7300653594771241
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7973856209150327
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6081898113831302
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5461826953003428
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5512418200825733
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.3888888888888889
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6823529411764706
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7300653594771241
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7973856209150327
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3888888888888889
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.22745098039215686
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1460130718954248
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07973856209150326
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3888888888888889
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6823529411764706
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7300653594771241
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7973856209150327
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6081898113831302
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5461826953003428
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5512418200825733
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.3843137254901961
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6718954248366014
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7287581699346405
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7875816993464052
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3843137254901961
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2239651416122004
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14575163398692811
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0787581699346405
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3843137254901961
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6718954248366014
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7287581699346405
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7875816993464052
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6013957196390363
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5402334267040153
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5455156504447409
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.3718954248366013
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6431372549019608
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7026143790849673
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7679738562091504
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3718954248366013
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.21437908496732025
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14052287581699346
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07679738562091502
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3718954248366013
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6431372549019608
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7026143790849673
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7679738562091504
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5813509127848285
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5204315800394235
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5256057776792838
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.3366013071895425
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5915032679738562
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6601307189542484
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7169934640522876
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3366013071895425
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1971677559912854
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.13202614379084965
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07169934640522875
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3366013071895425
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5915032679738562
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6601307189542484
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7169934640522876
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5365811801879968
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.47775236020334133
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4842596807377994
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.2718954248366013
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4849673202614379
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5496732026143791
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6209150326797386
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2718954248366013
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1616557734204793
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10993464052287581
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06209150326797386
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2718954248366013
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4849673202614379
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5496732026143791
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6209150326797386
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4494736762212422
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.39436922917315087
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4024049717422007
name: Cosine Map@100
verified: no
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Created: 2025-06-06 11:23:48