Model: tomaarsen/asym-static-retrieval-mrl-en-v1
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:80448369, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, dataset:sentence-transformers/gooaq, dataset:sentence-transformers/msmarco-co-condenser-margin-mse-sym-mnrl-mean-v1, dataset:sentence-transformers/squad, dataset:sentence-transformers/s2orc, dataset:sentence-transformers/all-nli, dataset:sentence-transformers/paq, dataset:sentence-transformers/trivia-qa, dataset:bclavie/msmarco-10m-triplets, dataset:nthakur/swim-ir-monolingual, dataset:sentence-transformers/pubmedqa, dataset:sentence-transformers/miracl, dataset:sentence-transformers/mldr, dataset:sentence-transformers/mr-tydi, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, license:apache-2.0, model-index, co2_eq_emissions, endpoints_compatible, region:us
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:80448369, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: how to sign legal documents as power of attorney?
sentences: After the principal's name, write “by” and then sign your own name. Under or after the signature line, indicate your status as POA by including any of the following identifiers: as POA, as Agent, as Attorney in Fact or as Power of Attorney., Most earthquakes occur along the edge of the oceanic and continental plates. The earth's crust (the outer layer of the planet) is made up of several pieces, called plates. The plates under the oceans are called oceanic plates and the rest are continental plates., Go to System -> VDOM -> VDOM2 and select 'Delete'. This VDOM is now successfully removed from the configuration., source_sentence: Reflection and scattering of spin waves by surface roughness of a ferromagnet
sentences: Abstract A detailed theory of volume spin wave reflection from the randomly rough surface of a ferromagnet is presented. The contribution to damping of the reflected wave is calculated. This contribution is due to the scattering of the initial volume wave into secondary surface and volume spin waves. The value of damping is proportional to the correlation length and the square of the roughness amplitude. Numerical calculations of the attenuation rate as a function of the angle of incidence and the ratio between the surface anisotropy and the wavenumber are provided. They yield the angle of incidence where the attenuation has a maximum. In analogy to optics, this angle is similar to the Brewster angle. Numerical estimations of damping and a comparison of its value with the ferromagnetic resonance linewidth are also made. Finally, the results of the calculation of the scattering of surface exchange spin waves by surface roughness are presented and discussed., A review is made of current and potential future applications of composite materials in the marine environment. Reference is made to small boats, fishing vessels, larger passenger and cargo ships, naval vessels, high performance craft, underwater vehicles, and superstructures in ships and offshore platforms. Their use in the repair of steel structures is also considered. Problems of material selection are discussed with reference to alternative resins and reinforcements, mechanical properties, and durability in marine environment, as well as fire resistance and electromagnetic characteristics. Problems of structural design are also discussed with reference to stress analysis, fatigue and buckling failure, design of connections, and fabrication methods. Comparisons are made between alternative forms of hull design, The study aimed at identifying leopard-livestock conflict hotspots in the Khorasan Province for leopard conservation and management programs. Camera trappings, tracking (i.e. footprints and faeces), systematic interviews with local communities were used. The most suitable leopard habitats in the province are found in the southern portion of Maneh and Samalghan, Bojnourd, and the northern parts of Jajarm and Esfarayen Townships. Various species of leopard, wolf, wild boar and Indian crested porcupine were found. Leopards were found to be responsible for 10.6 % of the total conflict hotspots. Complaints from the local communities were mostly with regards to damages rendered by wild boar and porcupines, and livestock depredation by wolves. Local community awareness about compensation programs currently conducted by the Department of Environment Office and the introduction of livestock insurance regulations might effectively reduce and prevent leopard revenge killings in the region., source_sentence: What aspect of faith is covered by canon law?
sentences: In Presbyterian and Reformed churches, canon law is known as "practice and procedure" or "church order", and includes the church's laws respecting its government, discipline, legal practice and worship., During the Baroque era, keyboard music played on the harpsichord and pipe organ became increasingly popular, and the violin family of stringed instruments took the form generally seen today. Opera as a staged musical drama began to differentiate itself from earlier musical and dramatic forms, and vocal forms like the cantata and oratorio became more common. Vocalists began adding embellishments to melodies. Instrumental ensembles began to distinguish and standardize by size, giving rise to the early orchestra for larger ensembles, with chamber music being written for smaller groups of instruments where parts are played by individual (instead of massed) instruments. The concerto as a vehicle for solo performance accompanied by an orchestra became widespread, although the relationship between soloist and orchestra was relatively simple., New York City is home to Fort Hamilton, the U.S. military's only active duty installation within the city. Established in 1825 in Brooklyn on the site of a small battery utilized during the American Revolution, it is one of America's longest serving military forts. Today Fort Hamilton serves as the headquarters of the North Atlantic Division of the United States Army Corps of Engineers as well as for the New York City Recruiting Battalion. It also houses the 1179th Transportation Brigade, the 722nd Aeromedical Staging Squadron, and a military entrance processing station. Other formerly active military reservations still utilized for National Guard and military training or reserve operations in the city include Fort Wadsworth in Staten Island and Fort Totten in Queens., source_sentence: Attenuation of ischemia/reperfusion-induced ovarian damage in rats: does edaravone offer protection?
sentences: In cultured rat cortical neurons, the compositions in the experimental solutions were changed to mimic the disturbance of homeostasis after cerebral ischemia. In vitro ischemic injury was induced by oxygen-glucose deprivation (OGD) for 3 h and reperfusion for 12 h, and the neuron injury was evaluated by 3-(4, 5-dimethylthiazol-2yl)-2, 5-diphenyl tetrazolium bromide (MTT) reduction assay and lactate dehydrogenase (LDH) release. Effect of edaravone on OGD injury was observed in different experimental solutions., Ischemia/reperfusion (I/R) injury is a major cause of acute renal failure in kidney transplantation; however, the mechanisms of kidney damage and repair are not yet clear. So far no treatment has been effective to prevent I/R injury. In the present study we evaluated the effect of erythropoetin (EPO) in I/R injury in rats. We investigated the role of bone marrow cells (BMC) in kidney repair and the effect of EPO on BMC recruitment., This study tested, in ovariectomized rats, whether (1) adventitial activation plays a role in the vascular injury response, and (2) inhibition of adventitial activation and the subsequent wave of cell proliferation moving from adventitia to neointima contributes to the estrogen-induced attenuation of neointima formation in balloon injured carotid arteries., Reperfusion injury is a vital problem in non-heart-beating donor (NHBD) organs. The sodium-hydrogen inhibitor cariporide is thought to improve cellular integrity after ischemia and reperfusion. Recently, we demonstrated the possibility of preserving hearts with in situ perfusion after circulatory death. The purpose of this study was to determine whether cariporide improves in situ heart protection., To determine whether edaravone (MCI-186), a free radical scavenger, can reduce macular oedema and improve the visual acuity after arteriovenous sheathotomy in eyes with a branch retinal vein occlusion (BRVO)., Erythropoietin (EPO) is a hormone that is currently used to treat patients with renal failure and anaemia. However, it has also been shown to protect against ischaemia/reperfusion injury; this protection occurring via activation of the ERK 1/2 and PI3K pathways. Since we have previously shown activation of ERK 1/2 and PI3K to be important for protection against reperfusion-induced injury in the myocardium, this study was designed to investigate its effect in the myocardium using both an isolated perfused rat heart and an in vivo rat recovery model of ischaemia-reperfusion., Edaravone (3-methyl-1-penyl-2-pyrazolin-5-one) is a potent free-radical scavenger and has the antioxidant ability to inhibit lipid peroxidation. The study aimed to examine the effect of edaravone on protecting the acute injury of human type II alveolar epithelial cells (A549 cells) induced by paraquat (PQ) and the change of production of reactive oxygen species (ROS), malondialdehyde (MDA), superoxide dismutase (SOD)., Twenty-eight female Sprague Dawley rats were allocated randomly to 4 groups. The sham group (group 1) was only subjected to catheter insertion, not to pneumoperitoneum. Group 2 received a 1 mg/kg dose of 0.9% sodium chloride by the intraperitoneal route for 10 min before pneumoperitoneum. Groups 3 and 4 received 6 and 12 mg/kg edaravone, respectively, by the intraperitoneal route for 10 min before pneumoperitoneum. After 60 min of pneumoperitoneum, the gas was deflated. Immediately after the reperfusion period, both ovaries were excised for histological scoring, caspase-3 immunohistochemistry and biochemical evaluation including glutathione (GSH) and malondialdehyde (MDA) levels. Also, total antioxidant capacity (TAC) was measured in plasma samples to evaluate the antioxidant effect of edaravone., Erythropoietin (EPO) prevents the myocardial dysfunction induced by ischemia/reperfusion (I/R). Since I/R-induced myocardial dysfunction is associated with an acute inflammatory response, we assessed the anti-inflammatory properties of EPO using in vitro and in vivo models of I/R., Adenosine, a metabolite of adenosine triphosphate degradation during ischemia, is reported to attenuate ischemia and reperfusion injury in several tissues. Dipyridamole is a nucleoside transport inhibitor that augments endogenous adenosine. In this study, we tested whether dipyridamole would attenuate hepatic I/R injury. For this purpose, dipyridamole was applied to a 2-hour total hepatic vascular exclusion model in dogs., Reperfusion of the rat kidney has been shown to up-regulate cysteinyl leukotriene-1 receptor, an asthma-associated gene in human bronchioles, and increase expression of leukotriene D4. In this study, we aimed to investigate the efficacy of MK-571, a leukotriene D4 inhibitor, against hypersensitivity induced by kidney ischemia and reperfusion (I/R)-associated acute kidney injury., Liver ischemia-reperfusion injury is a phenomenon presents in events like liver resections and transplantation. The restoration of blood flow may leads to local and systemic injury. Several techniques have been developed in order to avoid or ameliorate ischemia-reperfusion injury in clinical situations. The application of a stutter reperfusion after the ischemic event (postconditioning) could alters the hydrodynamics and stimulates endogenous mechanisms that attenuate the reperfusion injury. The present study was designed to evaluate the potential protective effect of postconditioning in a model of ischemia-reperfusion in rats., Does the phytochemical compound resveratrol inhibit vascularization of endometriotic lesions?, Only 10% of the SAO animals survived the entire 6 h reperfusion period. In a separate set of experiments after 60 min of reperfusion animals were killed for histological examination and biochemical studies. Administration of TDZD-8 (1 mg/kg i.v.) 5 min prior to the reperfusion significantly reduced the (a) fall in mean arterial blood pressure, (b) mortality rate, (c) infiltration of the reperfused intestine with polymorphonuclear neutrophils (MPO activity), (d) production of pro-inflammatory cytokines (TNF-alpha and IL-1 beta and (e) histological evidence of gut injury. Administration of TDZD-8 also markedly reduced the immunoreactivity of nitrotyrosine formation and the expression of ICAM-1 and P-selectin during reperfusion., We assessed the effect of 2 weeks of treatment with 17 beta-estradiol (E, 100 micrograms.kg-1.d-1, n = 12) or placebo (P, n = 15) on myocardial and coronary endothelial function during the first 2 hours of reperfusion in dogs subjected to 15 minutes of ischemia induced by occlusion of the left anterior descending coronary artery (LAD). Our results show that the incidence of ventricular arrhythmias significantly decreased in E (3 of 12) compared with P (11 of 15). Systolic shortening, significantly depressed in P during early reperfusion, was maintained at preischemic levels in E. During reperfusion, the increase in LAD flow to acetylcholine, attenuated in P (60 +/- 6%), was preserved in E endothelium. (151 +/- 28%) and was associated with increased serum nitrite/nitrate concentration. n-Pentane in exhaled gas in vivo, an index of lipid peroxidation, increased significantly during early reperfusion in P (from 9.1 +/- 1.9 to 41.6 +/- 13.0 ppb, P < .05) but not in E (23.0 +/- 6.9 ppb). In vitro, arterial segments from E generated significantly less superoxide anion after hypoxia/reoxygenation than those from P. Ischemic/reperfused LAD segments from E also revealed a better preservation of endothelium-dependent relaxation in vitro (maximum relaxation, 42 +/- 4% versus 24 +/- 4% in P; P < .05)., The aim of this article is to investigate whether administration of edaravone, a free radical scavenger, could prevent type 1 diabetes-induced dysfunction of nitric oxide (NO)-induced relaxation in corpus cavernosum smooth muscle in the rat., To investigate the protective effect of melatonin on liver after intestinal ischemia-reperfusion injury in rats., We studied the presence and functionality of the EPO-R in isolated rat hearts in the Langendorff set-up. Hearts were perfused for 20 min with 10 U/ml EPO or vehicle. Immunohistochemistry revealed the presence of the EPO-R on endothelial cells, fibroblasts and to a lesser extent cardiomyocytes. Furthermore, perfusion with EPO resulted in a 50% increase in the phosphorylated MAP kinases p42/p44. To evaluate the protective role of EPO in cardiac ischemia, we performed low-flow (0.6 ml/min) ischemia/reperfusion experiments in isolated rat hearts. Administration of EPO (10 U/ml) reduced the cellular damage by 56% (P<0.05) during reperfusion, diminished apoptosis by 15% (P<0.05) and resulted in a significantly improved recovery of left ventricular pressure (P=0.02) and coronary flow (P=0.01)., Ischaemia-reperfusion injury was exaggerated by two- to five-fold in SS and NASH compared with lean liver. Atorvastatin pretreatment conferred 70-90% hepatic protection in all animals. Atorvastatin increased post-ischaemic eNOS mRNA/protein and strikingly enhanced eNOS activity (by phospho-eNOS). It also attenuated microparticle (MP) production, NF-κB activation, significantly dampened post-ischaemic thromboxane B2 production, induction of TNF-α, IL-6, MIP-1a, MCP-1, GM-CSF and vascular cell adhesion molecule-1 (VCAM), with a resultant reduction on macrophage and polymorphonuclear neutrophil recruitment. Up-regulation of HMGB1 and TLR4 after IRI was marked in fatty livers; 1 h pretreatment with atorvastatin reduced HMGB1 and TLR4 expression in all livers., Ischemia/reperfusion (I/R) injury, which is commonly seen in the field of renal surgery or transplantation, is a major cause of acute renal failure (ARF). The ischemic ARF in diabetic rats is much more severe than that in the normal rats exposed to as same ischemic time. Ischemic post-conditioning (IPO) is a phenomenon by which intermittent interruptions of blood flow in the early phase of reperfusion can protect organs from I/R injury. To determine whether the renal protection effect of IPO mediates by toll-like receptor 4 (TLR4) signaling pathway in diabetic rats., To investigate the effects of resveratrol on liver ischemia/reperfusion (I/R) injury in rats., source_sentence: What is the name of Nan's primary teacher?
sentences: Among other schemes that have been considered is a rapid transport link between Heathrow and Gatwick Airports, known as "Heathwick", which would allow the airports to operate jointly as an airline hub; In 2018, the Department for Transport began to invite proposals for privately funded rail links to Heathrow Airport. Projects being considered under this initiative include:The Mayor of London's office and Transport for London commissioned plans in the event of Heathrow's closure—to replace it by a large built-up area. Some of the plans seem to show terminal 5, or part of it, kept as a shopping centre., While still young, Nan left his military career so that he could commit himself fully to his study of Buddhism and to meditation. In 1942 at age 24, he went on a three-year meditation retreat in the Emei Mountains. It is said that it was there that he verified his experiences against the Chinese Buddhist canon. During this time, Nan's primary teacher was Yuan Huanxian (袁煥仙; 1887 – 1966)., Formally, we represent each event in a distributed flow as a quadruple of the form (x,t,k,v), where "x" is the location (e.g., the network address of a physical node) at which the event occurs, "t" is the time at which this happens, "k" is a version, or a sequence number identifying the particular event, and "v" is a value that represents the event payload (e.g., all the arguments passed in a method call). Each distributed flow is a (possibly infinite) set of such quadruples that satisfies the following three formal properties. In addition to the above, flows can have a number of additional properties.
datasets: sentence-transformers/gooaq, sentence-transformers/msmarco-co-condenser-margin-mse-sym-mnrl-mean-v1, sentence-transformers/squad, sentence-transformers/s2orc, sentence-transformers/all-nli, sentence-transformers/paq, sentence-transformers/trivia-qa, bclavie/msmarco-10m-triplets, nthakur/swim-ir-monolingual, sentence-transformers/pubmedqa, sentence-transformers/miracl, sentence-transformers/mldr, sentence-transformers/mr-tydi
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
co2_eq_emissions: emissions: 629.7442602051384
energy_consumed: 2.353110955770222
source: codecarbon
training_type: fine-tuning
on_cloud: no
cpu_model: 13th Gen Intel(R) Core(TM) i7-13700K
ram_total_size: 31.777088165283203
hours_used: 14.787
hardware_used: 1 x NVIDIA GeForce RTX 3090
model-index: name: Asymmetric Static Embeddings with BERT uncased tokenizer finetuned on various datasets
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoClimateFEVER
type: NanoClimateFEVER
metrics: type: cosine_accuracy@1
value: 0.28
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.52
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.64
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.74
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.28
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.11
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.13
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.24233333333333335
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.309
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4146666666666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3361849612918189
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4313571428571428
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.26450817274830446
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoDBPedia
type: NanoDBPedia
metrics: type: cosine_accuracy@1
value: 0.68
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.84
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.94
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.94
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.68
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5933333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.544
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.4639999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.07846061067922443
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.16429748353071694
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.22263052458393912
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.3230474766053101
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5785681908282185
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7819999999999999
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.44019550001438396
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoFEVER
type: NanoFEVER
metrics: type: cosine_accuracy@1
value: 0.54
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.84
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.88
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.98
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.54
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18799999999999997
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.10399999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5166666666666666
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7866666666666667
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8433333333333333
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9433333333333332
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7428699716766282
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6963571428571427
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6704030365769498
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoFiQA2018
type: NanoFiQA2018
metrics: type: cosine_accuracy@1
value: 0.36
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.58
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.68
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.36
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.22666666666666668
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17199999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.11
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1800793650793651
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3516031746031746
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4359365079365079
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5141587301587301
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4093073622982095
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.45383333333333326
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.34166841573467716
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoHotpotQA
type: NanoHotpotQA
metrics: type: cosine_accuracy@1
value: 0.66
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.84
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.94
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.66
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.37999999999999995
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.256
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.146
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.33
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.57
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.64
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.73
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6566584321154708
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7520238095238093
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5926993964442051
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoMSMARCO
type: NanoMSMARCO
metrics: type: cosine_accuracy@1
value: 0.16
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.44
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.58
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.62
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.16
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.14666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.11599999999999999
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.062
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.16
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.44
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.58
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.62
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.398041327041912
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3258571428571429
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3435432245603065
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoNFCorpus
type: NanoNFCorpus
metrics: type: cosine_accuracy@1
value: 0.42
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.58
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.64
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.76
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.42
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3533333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.312
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.24000000000000005
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.04651175336067351
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.09498074581797576
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.11860835922360614
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.13833924654412852
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.32052091886798395
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5189126984126984
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.1459368293335081
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoNQ
type: NanoNQ
metrics: type: cosine_accuracy@1
value: 0.28
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.48
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.68
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.74
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.28
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.078
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.27
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.46
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.66
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.71
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4854196102042394
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4182222222222222
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4202454842260257
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoQuoraRetrieval
type: NanoQuoraRetrieval
metrics: type: cosine_accuracy@1
value: 0.82
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.94
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.82
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3666666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.25199999999999995
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.13399999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7306666666666666
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8653333333333333
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.966
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9893333333333334
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9029807725956255
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8916666666666666
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8629683338800986
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoSCIDOCS
type: NanoSCIDOCS
metrics: type: cosine_accuracy@1
value: 0.36
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.52
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.56
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.74
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.36
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.24
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.192
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.138
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.07666666666666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.1496666666666667
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.19866666666666666
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.2826666666666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2745803983057915
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4599047619047619
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2092014086707135
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoArguAna
type: NanoArguAna
metrics: type: cosine_accuracy@1
value: 0.1
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.38
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.62
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.1
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.12666666666666665
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10000000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06200000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.38
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.62
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3542219570512098
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.2692698412698412
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2846777630900446
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoSciFact
type: NanoSciFact
metrics: type: cosine_accuracy@1
value: 0.48
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.56
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.62
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.74
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.48
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.19333333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.132
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08199999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.445
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.53
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.595
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.73
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5805641530581382
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5492460317460317
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5343450601504006
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoTouche2020
type: NanoTouche2020
metrics: type: cosine_accuracy@1
value: 0.6530612244897959
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9387755102040817
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
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name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.6258503401360543
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.6448979591836735
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.5612244897959183
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.04192464471313425
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.12451700495687502
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2132108474160486
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.3493160111187957
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6057255240662058
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8010204081632653
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.46284118889316705
name: Cosine Map@100
verified: no, task: type: nano-beir
name: Nano BEIR
dataset: name: NanoBEIR mean
type: NanoBEIR_mean
metrics: type: cosine_accuracy@1
value: 0.4456200941915228
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6414442700156985
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7276923076923076
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8076923076923077
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4456200941915228
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2994243851386708
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.24683830455259032
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1762480376766091
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.238921259525569
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.39687680068528786
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.48326047993539245
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5665278049559204
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5112033522616501
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5653593232164661
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.428710293409445
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 0
Created: 2025-09-23 06:22:02