Model: RK-1235/bge-base-FIR-matryoshka-BASELINE-10ep-triplet
Author: RK-1235
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3019, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, 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:3019, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en
widget: source_sentence: he did not give us the promised jobs and is not returning the money either. When we asked for our money back, he threatened us with false allegations and threats to our lives, and his father is a lawyer in the civil court and is a very aggressive mafia-type person who is misusing his power against us. There was an agreement at the police station between us that he would pay Rs. 30,230 every month, but even after four months have passed, he has not paid a single rupee. Therefore, we request Mr. Sir to kindly file a case against them under the relevant section and conduct legal proceedings. Thank you. Signature of the petitioner Ankkit Kumar Prajapati Son of Swami Raghuwansh Prajapati 4 NC R.B (N.C.R.B) I.L.F.-I (Unified Investigation Form - I) Bara Pokhra Thana Kotwali District-Maun, Mobile 9565606063 Signature in English Sunil Chauhan Signature in Hindi Rakesh Kumar Note I, Kamal Kumar, certify that the copy of the document was written word for word as dictated.
sentences: What was the name and age of the first individual apprehended during the gambling operation?, What is the mobile number provided by Ankkit Kumar Prajapati in the signature section?, What type of action is requested regarding the charges in the second paragraph?, source_sentence: First Information Report: Seizure of counterfeit goods—seized 20 liters of raw alcohol and arrest under FIR Abhi0 Section 60 Ex Act at Shah0 Sadar Bazaar Police Station on date 17.3.24. Today, SI Pradeep Kumar and HC 433 Sanjiv Kumar were on duty for surveillance in Shanti Vyas area when we reached Avantii Bai Lodhi Park Chinour after checking and patrolling. A person came towards us with a plastic jar in hand containing some substance. Seeing us, he panicked and tried to run away. Upon being stopped and asked to halt, he did not comply. We chased him and caught him near Avantii Bai Lodhi Park, about 50 steps towards Chinour around 5:50 PM. The arrested person was questioned for his name and address, and a search was conducted. He identified himself as Kali Charan, son of Nanhu, residing in Chinour, Sadar Bazaar Police Station, district Shahjahanpur. During the search, a plastic jar containing approximately 20 liters of substance was found in his hand. Opening the lid of the jar, we
sentences: Where was the person carrying the plastic jar apprehended by the police?, What was the name of the father of the accused Amit, who was residing in Dehra village?, What items were seized during the operation at Cafe UP 93 on 10/03/24?, source_sentence: and requested forgiveness, stating that he had purchased the firearm and cartridge from an unknown person several years ago for Rs. 3000. He mentioned that he had been to jail three times and kept it for his safety. This offense is punishable under Section 325 of the Arms Act. At around 04:35, he was informed of his offense under the aforementioned section and taken into custody. During the arrest, orders and instructions of the Supreme Court and Human Rights Commission were strictly followed. Due to the late hour, no witnesses could be found among the public. The detainee's family will be informed through appropriate means after reaching the station. The seized 315 bore firearm and one live cartridge 315 bore were wrapped in white cloth, sealed, and stamped as evidence. The accused was read and heard the report written by me, Sub Inspector Navrang Sonkar, using a torchlight and car light, and all relevant parties signed. The seized firearm and cartridge can also be used to kill
sentences: Under which section of the Arms Act was the detained person informed of his offense at around 04:35?, Who alerted the police about the stolen motorcycle being sold near Chandadih canal road?, Where was the person caught near the Govind Gate by Sub-Inspector Sanjeev Kumar and his team?, source_sentence: aged 35 years, who is a wanted criminal with a reward of Rs. 25,000 announced by the local police station. He is registered under Section 132/20, Section 2/3(1) of the UP Gangster Act at the Haldi Police Station, Balia district. A search revealed a .315 caliber firearm and a live cartridge in his possession. The seized firearm has an 8 cm steel barrel, a 9.5 cm steel stock with a hammer, trigger, and trigger guard, and a spring-loaded catch mechanism. The bullet is made of brass and lead. The items were placed in a transparent plastic box and sealed with a sample stamp. The accused was informed of his crime and taken into custody around 9:05 PM. During the arrest and seizure, all witnesses were present and gave statements. Human rights were observed during the arrest and seizure, and the accused's family will be notified of the arrest. The report was read out and signed by all concerned, including Prabhakar Shukla, Mayank Yadav, and others. A copy of the FIR was given to the accused,
sentences: Who is the petitioner in the First Information Report and what is her relationship to the victim?, On what date is the copy of the original report being provided for duplication?, What specific details were noted about the seized firearm and its components?, source_sentence: (First Information Report): A plastic bottle containing approximately 10 liters of raw illegal liquor and an arrest under Section 60(1) Ex Act, Thana Asandra district Barabanki on today's date 24/01/2024, I, H/O Amar Bahadur Singh, along with H/O Ramji Yadav and H/O Bharat Sharma, departed from the police station towards the highway barrier for peacekeeping and inspection in the area. The special informant came and informed that a person from Devra Jhalia village was coming towards the new road carrying a bottle with raw illegal liquor intended for sale, and if we acted quickly, he could be caught. Believing the informant's information, we proceeded towards the address with the informant. Just before reaching Devra Jhalia village, the informant pointed out that the person coming was the one they were looking for and then left. As soon as we, the police, turned towards the village, the individual noticed us and became suspicious, trying to flee but was surrounded and caught at the Devra
sentences: Which organizations' orders and instructions were followed during the arrest?, On what date did the incident involving the arrest under Section 60(1) Ex Act take place?, What was found in the right pocket of the pants worn by Siraj Ismail during the search?
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 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.25401459854014596
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5087591240875913
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5883211678832116
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6744525547445256
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.25401459854014596
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16958637469586374
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.11766423357664232
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06744525547445256
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.25401459854014596
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5087591240875913
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5883211678832116
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6744525547445256
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4691250330333148
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4031152241918665
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.41240658827124693
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: 0.23941605839416058
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5014598540145986
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5802919708029197
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6620437956204379
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.23941605839416058
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16715328467153284
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.11605839416058394
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0662043795620438
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.23941605839416058
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5014598540145986
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5802919708029197
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6620437956204379
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.45693809546834785
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.39070907194994786
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.40046108571860833
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: 0.24087591240875914
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.48394160583941603
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5642335766423358
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6445255474452555
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.24087591240875914
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16131386861313868
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.11284671532846714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06445255474452553
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.24087591240875914
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.48394160583941603
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5642335766423358
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6445255474452555
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.44690859293516527
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.38337533310161015
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.39293480147347515
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: 0.2167883211678832
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4416058394160584
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5248175182481751
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.608029197080292
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2167883211678832
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.14720194647201945
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10496350364963503
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.060802919708029195
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2167883211678832
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4416058394160584
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5248175182481751
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.608029197080292
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4148667678037545
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3529860386977175
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.36319013594150157
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: 0.19343065693430658
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.40364963503649637
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4656934306569343
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5569343065693431
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.19343065693430658
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.13454987834549878
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.09313868613138687
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05569343065693431
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19343065693430658
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.40364963503649637
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4656934306569343
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5569343065693431
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3746095720398563
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3166967906383965
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.32715103229152326
name: Cosine Map@100
verified: no
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Created: 2025-06-05 01:45:58