Stffens
/

bge-small-rrf-v2

@@ -5,146 +5,143 @@ tags:
 - feature-extraction
 - dense
 - generated_from_trainer
-- dataset_size:89906
 - loss:MultipleNegativesRankingLoss
 base_model: BAAI/bge-small-en-v1.5
 widget:
-- source_sentence: Sequence to Sequence Learning with Neural Networks
   sentences:
-  - 'Moderate alcohol consumption during adult life, drinking patterns, and breast
-    cancer risk
-    Context Multiple studies have linked alcohol consumption to breast cancer risk,
-    but the risk of lower levels of consumption has not been well quantified. In addition,
-    the role of drinking patterns (i.e. frequency of drinking and “binge” drinking)
-    and consumption at different times of adult life are not well understood. Objective
-    To evaluate the association of breast cancer with alcohol consumption during adult
-    life, in'
-  - 'A maternal vegetarian diet in pregnancy is associated with hypospadias. The ALSPAC
-    Study Team. Avon Longitudinal Study of Pregnancy and Childhood.
-    OBJECTIVE: To investigate the possible role of the maternal diet, particularly
-    vegetarianism and consumption of phytoestrogens, in the origin of hypospadias,
-    which is reported to be increasing in prevalence. SUBJECTS AND METHODS: Detailed
-    information was obtained prospectively from mothers, including previous obstetric
-    history, lifestyle and dietary practices, us'
-  - 'Edinburgh''s Phrase-based Machine Translation Systems for WMT-14
-    This paper describes the University of Edinburgh’s (UEDIN) phrase-based submissions
-    to the translation and medical translation shared tasks of the 2014 Workshop on
-    Statistical Machine Translation (WMT). We participated in all language pairs.
-    We have improved upon our 2013 system by i) using generalized representations,
-    specifically automatic word clusters for translations out of English, ii) using
-    unsupervised character-based models to translat'
-- source_sentence: Barriers to Heart Disease Prevention
   sentences:
-  - 'Input Warping for Bayesian Optimization of Non-stationary Functions
-    Bayesian optimization has proven to be a highly effective methodology for the
-    global optimization of unknown, expensive and multimodal functions. The ability
-    to accurately model distributions over functions is critical to the effectiveness
-    of Bayesian optimization. Although Gaussian processes provide a flexible prior
-    over functions, there are various classes of functions that remain difficult to
-    model. One of the most frequently occurring o'
-  - 'Pacific bluefin tuna transport Fukushima-derived radionuclides from Japan to
-    California
-    The Fukushima Dai-ichi release of radionuclides into ocean waters caused significant
-    local and global concern regarding the spread of radioactive material. We report
-    unequivocal evidence that Pacific bluefin tuna, Thunnus orientalis, transported
-    Fukushima-derived radionuclides across the entire North Pacific Ocean. We measured
-    γ-emitting radionuclides in California-caught tunas and found 134Cs (4.0 ± 1.4
-    Bq kg−1) and ele'
-  - 'Statin use and risk of breast cancer: a meta-analysis of observational studies.
-    Emerging evidence suggests that statins'' may decrease the risk of cancers. However,
-    available evidence on breast cancer is conflicting. We, therefore, examined the
-    association between statin use and risk of breast cancer by conducting a detailed
-    meta-analysis of all observational studies published regarding this subject. PubMed
-    database and bibliographies of retrieved articles were searched for epidemiological
-    studies published '
-- source_sentence: Is Dragon Fruit Good For You?
   sentences:
-  - 'Fish odour syndrome
-    Fish odour syndrome (trimethylaminuria) is a metabolic syndrome caused by abnormal
-    excretion of trimethylamine in the breath, urine, sweat, saliva and vaginal secretions.
-    Trimethylamine is derived from the intestinal bacterial degradation of foods rich
-    in choline and carnitine and is normally oxidised by the liver to odourless trimethylamine
-    N-oxide which is then excreted in the urine. Impaired oxidation of trimethylamine
-    is thought to be the cause of the fish odour syndrome and is respo'
-  - 'An Assessment of Potential Exposure and Risk from Estrogens in Drinking Water
-    Background Detection of estrogens in the environment has raised concerns in recent
-    years because of their potential to affect both wildlife and humans. Objectives
-    We compared exposures to prescribed and naturally occurring estrogens in drinking
-    water to exposures to naturally occurring background levels of estrogens in the
-    diet of children and adults and to four independently derived acceptable daily
-    intakes (ADIs) to determine wh'
-  - 'Type of Vegetarian Diet, Body Weight, and Prevalence of Type 2 Diabetes
-    OBJECTIVE We assessed the prevalence of type 2 diabetes in people following different
-    types of vegetarian diets compared with that in nonvegetarians. RESEARCH DESIGN
-    AND METHODS The study population comprised 22,434 men and 38,469 women who participated
-    in the Adventist Health Study-2 conducted in 2002–2006. We collected self-reported
-    demographic, anthropometric, medical history, and lifestyle data from Seventh-Day
-    Adventist church memb'
-- source_sentence: Starving Tumors of Their Blood Supply
   sentences:
-  - 'Monocular-SLAM-based navigation for autonomous micro helicopters in GPS-denied
-    environments
-    Autonomous micro aerial vehicles (MAVs) will soon play a major role in tasks such
-    as search and rescue, environment monitoring, surveillance, and inspection. They
-    allow us to easily access environments to which no humans or other vehicles can
-    get access. This reduces the risk for both the people and the environment. For
-    the above applications, it is, however, a requirement that the vehicle is able
-    to navigate without'
-  - 'Phytonutrient intake by adults in the United States in relation to fruit and
-    vegetable consumption.
-    BACKGROUND: Individuals consuming diets dense in fruits and vegetables consume
-    an array of phytonutrients as well as recognized nutritional components, including
-    vitamins, minerals, and fiber. There is a growing body of evidence that phytonutrients
-    may play positive roles in health. OBJECTIVE: The purpose of this research was
-    to estimate usual intakes of nine individual phytonutrients by Americans consuming
-    r'
-  - 'Fisetin inhibits various attributes of angiogenesis in vitro and in vivo--implications
-    for angioprevention.
-    Studies have shown that fisetin, a small phytochemical molecule, has antitumor
-    activity; however, its antiangiogenic activity has not yet been examined. Accordingly,
-    herein, we investigated the antiangiogenic efficacy and associated mechanisms
-    of fisetin in human umbilical vein endothelial cells (HUVECs). Fisetin (10-50
-    μM) strongly inhibited the regular serum plus growth supplement- and vascular
-    endo'
-- source_sentence: Veggies vs. Cancer
   sentences:
-  - 'Fish Consumption, Dietary Long-Chain n-3 Fatty Acids, and Risk of Type 2 Diabetes
-    OBJECTIVE The evidence on the association between fish consumption, dietary long-chain
-    n-3 fatty acids, and risk of type 2 diabetes is inconsistent. We therefore performed
-    a systematic review and meta-analysis of the available prospective evidence. RESEARCH
-    DESIGN AND METHODS Studies were identified by searching the PubMed and EMBASE
-    databases through 15 December 2011 and by reviewing the reference lists of retrieved
-    articles.'
-  - 'The role of persistent organic pollutants in the worldwide epidemic of type 2
-    diabetes mellitus and the possible connection to Farmed Atlantic Salm...
-    Rates of type 2 diabetes mellitus (T2DM), both in the United States and worldwide,
-    have been rising at an alarming rate over the last two decades. Because this disease
-    is viewed as primarily being attributable to unhealthy lifestyle habits, a great
-    deal of emphasis has been placed on encouraging increased exercise, better dietary
-    habits, and weight loss. Rece'
-  - 'Long-term dietary sodium, potassium and fluid intake; exploring potential novel
-    risk factors for renal cell cancer in the Netherlands Cohort Study on diet and
-    cancer
-    Background: As sodium, potassium and fluid intake are related to hypertension,
-    an established risk factor for renal cell cancer (RCC), they may be independent
-    risk factors for RCC. Methods: The Netherlands Cohort Study (NLCS) with case-cohort
-    design included 120 852 participants aged 55–69 years. At baseline, diet and lifestyle
-    were assessed wi'
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -199,9 +196,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
-    'Veggies vs. Cancer',
-    'Long-term dietary sodium, potassium and fluid intake; exploring potential novel risk factors for renal cell cancer in the Netherlands Cohort Study on diet and cancer\nBackground: As sodium, potassium and fluid intake are related to hypertension, an established risk factor for renal cell cancer (RCC), they may be independent risk factors for RCC. Methods: The Netherlands Cohort Study (NLCS) with case-cohort design included 120\u2009852 participants aged 55–69 years. At baseline, diet and lifestyle were assessed wi',
-    'The role of persistent organic pollutants in the worldwide epidemic of type 2 diabetes mellitus and the possible connection to Farmed Atlantic Salm...\nRates of type 2 diabetes mellitus (T2DM), both in the United States and worldwide, have been rising at an alarming rate over the last two decades. Because this disease is viewed as primarily being attributable to unhealthy lifestyle habits, a great deal of emphasis has been placed on encouraging increased exercise, better dietary habits, and weight loss. Rece',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -210,9 +207,9 @@ print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
-# tensor([[1.0000, 0.6520, 0.4533],
-#         [0.6520, 1.0000, 0.5491],
-#         [0.4533, 0.5491, 1.0000]])
 ```
 <!--
@@ -257,19 +254,19 @@ You can finetune this model on your own dataset.
 #### Unnamed Dataset
-* Size: 89,906 training samples
-* Columns: <code>sentence_0</code> and <code>sentence_1</code>
 * Approximate statistics based on the first 1000 samples:
-  |         | sentence_0                                                                        | sentence_1                                                                          |
-  |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
-  | type    | string                                                                            | string                                                                              |
-  | details | <ul><li>min: 3 tokens</li><li>mean: 9.13 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 105.98 tokens</li><li>max: 168 tokens</li></ul> |
 * Samples:
-  | sentence_0                                                            | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
-  |:----------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>Academy of Nutrition and Dietetics Conflicts of Interest</code> | <code>Initial contamination of chicken parts with Salmonella at retail and cross-contamination of cooked chicken with Salmonella from raw chicken during ...<br>The current study was undertaken to acquire data on contamination of chicken parts with Salmonella at retail and to acquire data on cross-contamination of cooked chicken with Salmonella from raw chicken during meal preparation. Whole raw chickens (n = 31) were obtained from local retail stores and cut into two wings, two breasts without skin or bones, two thi</code> |
-  | <code>A Study on Data Mining Frameworks in Cyber Security</code>      | <code>Finding Interesting Rules from Large Sets of Discovered Association Rules<br>Association rules, introduced by Agrawal, Imielinski, and Swami, are rules of the form “for 90% of the rows of the relation, if the row has value 1 in the columns in set W, then it has 1 also in column B”. Efficient methods exist for discovering association rules from large collections of data. The number of discovered rules can, however, be so large that browsing the rule set and finding interesting rules from it can be quite difficu</code> |
-  | <code>More Antibiotics In White Meat or Dark Meat?</code>             | <code>Cancer mortality in poultry slaughtering/processing plant workers belonging to a union pension fund.<br>BACKGROUND: The role of zoonotic biological agents in human cancer occurrence has been little studied. Humans are commonly exposed to viruses that naturally infect and cause cancer in food animals such as poultry that constitute part of the biological environment. It is not known if these viruses cause cancer in humans. OBJECTIVE: To study cancer mortality in the largest cohort to date, of 20,132 workers in </code> |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -399,11 +396,10 @@ You can finetune this model on your own dataset.
 ### Training Logs
 | Epoch  | Step | Training Loss |
 |:------:|:----:|:-------------:|
-| 0.3559 | 500  | 3.1089        |
-| 0.7117 | 1000 | 2.8299        |
-| 1.0676 | 1500 | 2.6921        |
-| 1.4235 | 2000 | 2.5902        |
-| 1.7794 | 2500 | 2.5567        |
 ### Framework Versions

 - feature-extraction
 - dense
 - generated_from_trainer
+- dataset_size:75822
 - loss:MultipleNegativesRankingLoss
 base_model: BAAI/bge-small-en-v1.5
 widget:
+- source_sentence: Apthous Ulcer Mystery Solved
   sentences:
+  - 'When can we cure Crohn''s?
+    Crohn''s disease is a life-long idiopathic inflammatory disease which affects
+    the entire gastrointestinal tract and occasionally extra-intestinal organs. CD
+    is thought to result from complex interactions between environmental factors,
+    the gut microbes, and the genetic background and the immune system of the host.
+    In the last decades research on these pathogenetic components, and especially
+    on mucosal immunity, has led to the development of biologic agents and therapeutic
+    strategies '
+  - 'Differential innate immune response programs in neuronal subtypes determine susceptibility
+    to infection in the brain by positive stranded RNA viruses
+    Although susceptibility of neurons in the brain to microbial infection is a major
+    determinant of clinical outcome, little is known about the molecular factors governing
+    this vulnerability. Here we show that two types of neurons from distinct brain
+    regions showed differential permissivity to replication of several positive-stranded
+    RNA viruses. Granule cell neu'
+  - 'Cow''s Milk Allergy Is a Major Contributor in Recurrent Perianal Dermatitis of
+    Infants
+    Background. Recurrent perianal inflammation has great etiologic diversity. A possible
+    cause is cow''s milk allergy (CMA). The aim was to assess the magnitude of this
+    cause. Subjects and Methods. This follow up clinical study was carried out on
+    63 infants with perianal dermatitis of more than 3 weeks with history of recurrence.
+    Definitive diagnosis was made for each infant through medical history taking,
+    clinical examination'
+- source_sentence: Exploiting Autophagy to Live Longer
   sentences:
+  - 'Role of mitochondrial oxidative stress to explain the different longevity between
+    genders: protective effect of estrogens.
+    Females live longer than males. Work from our laboratory has shown that this may
+    be due to the up-regulation of longevity-associated genes by estrogens. Estrogens
+    bind to the estrogen receptors and subsequently activate the mitogen activated
+    protein kinase and nuclear factor kappa B signalling pathways, resulting in an
+    up-regulation of antioxidant enzymes. Estrogen administration, howev'
+  - 'Rapamycin (AY-22,989), a new antifungal antibiotic. I. Taxonomy of the producing
+    streptomycete and isolation of the active principle.
+    A streptomycete was isolated from an Easter Island soil sample and found to inhibit
+    Candida albicans, Microsporum gypseum and Trichophyton granulosum. The antibiotic-producing
+    microorganism was characterized and identified as Streptomyces hygroscopicus.
+    The antifungal principle was extracted with organic solvent from the mycelium,
+    isolated in crystalline form and named rapamy'
+  - 'Açai Palm Fruit (Euterpe oleracea Mart.) Pulp Improves Survival of Flies on a
+    High Fat Diet
+    Reducing oxidative damage is thought to be an effective aging intervention. Açai,
+    a fruit indigenous to the Amazon, is rich in phytochemicals that possesses high
+    anti-oxidant activities, and has anti-inflammatory, anti-cancer and anti-cardiovascular
+    disease properties. However, little is known about its potential anti-aging properties
+    especially at the organismal level. Here we evaluated the effect of açai pulp
+    on mo'
+- source_sentence: St. John's wort
   sentences:
+  - 'Morphine levels in urine subsequent to poppy seed consumption.
+    Urine morphine levels after the consumption of poppy seeds were measured in two
+    separate trials. Maximum levels of approximately 18 micrograms/ml were found using
+    RIA, EMIT-ST and GC methodologies. Positive immunoassay results were seen up to
+    60 h post-ingestion. Several different lots of seeds from various sources were
+    assayed for morphine and found to range from 4-200 mg/kg. Differentiation of poppy
+    seed eaters from opiate users was not possib'
+  - 'Bioavailability study of a polyphenol-enriched extract from Hibiscus sabdariffa
+    in rats and associated antioxidant status.
+    The aqueous extracts of Hibiscus sabdariffa have been commonly used in folk medicine.
+    Nevertheless, the compounds or metabolites responsible for its healthy effects
+    have not yet been identified. The major metabolites present in rat plasma after
+    acute ingestion of a polyphenol-enriched Hibiscus sabdariffa extract were characterized
+    and quantified in order to study their bioavailability. '
+  - 'Improvement of endothelium-dependent coronary vasodilation after a single LDL
+    apheresis in patients with hypercholesterolemia.
+    The purpose of this study was to determine whether a single LDL apheresis would
+    improve impaired endothelium-dependent dilation of the coronary artery in patients
+    with hypercholesterolemia. Hypercholesterolemia is associated with impaired endothelial
+    function, and human studies using cholesterol-lowering drugs indicate that endothelial
+    function in the coronary arteries improves with'
+- source_sentence: coffee
   sentences:
+  - 'A meta-analysis of prospective studies of coffee consumption and mortality for
+    all causes, cancers and cardiovascular diseases.
+    Several prospective studies considered the relation between coffee consumption
+    and mortality. Most studies, however, were underpowered to detect an association,
+    since they included relatively few deaths. To obtain quantitative overall estimates,
+    we combined all published data from prospective studies on the relation of coffee
+    with mortality for all causes, all cancers, cardiovascul'
+  - 'Glucoraphanin and 4-hydroxyglucobrassicin contents in seeds of 59 cultivars of
+    broccoli, raab, kohlrabi, radish, cauliflower, brussels sprouts, kal...
+    The importance of dietary sulforaphane in helping maintain good health continues
+    to gain support within the health-care community and awareness among U.S. consumers.
+    In addition to the traditional avenue for obtaining sulforaphane, namely, the
+    consumption of appropriate cruciferous vegetables, other consumer products containing
+    added glucoraphanin, the natura'
+  - 'Effect of coffee on endothelial function in healthy subjects: the role of caffeine.
+    Coffee is one of the most widely used pharmacologically active beverages. The
+    present study was designed to evaluate the acute effect of coffee ingestion on
+    endothelial function in healthy individuals, and the potential role of caffeine.
+    We studied 17 healthy young adults (28.9+/-3.0 years old; nine men), who were
+    regular non-heavy coffee drinkers. The endothelial performance was estimated by
+    endothelium-dependent FMD (flow-'
+- source_sentence: Japan
   sentences:
+  - 'Biogenic amines in fish: roles in intoxication, spoilage, and nitrosamine formation--a
+    review.
+    Biogenic amines are non-volatile amines formed by decarboxylation of amino acids.
+    Although many biogenic amines have been found in fish, only histamine, cadaverine,
+    and putrescine have been found to be significant in fish safety and quality determination.
+    Despite a widely reported association between histamine and scombroid food poisoning,
+    histamine alone appears to be insufficient to cause food toxicity. Putresci'
+  - 'Prevalence of dementia in older Japanese-American men in Hawaii: The Honolulu-Asia
+    Aging Study.
+    OBJECTIVE: To determine prevalence of dementia and its subtypes in Japanese-American
+    men and compare these findings with rates reported for populations in Japan and
+    elsewhere. DESIGN AND SETTING: The Honolulu Heart Program is a prospective population-based
+    study of cardiovascular disease established in 1965. Prevalence estimates were
+    computed from cases identified at the 1991 to 1993 examination. Cognitive perfor'
+  - 'The experience of Japan as a clue to the etiology of breast and ovarian cancers:
+    relationship between death from both malignancies and dietary prac...
+    Although breast and ovarian cancers are rare in Japan compared with other developed
+    countries, the death rates for both are increasing. In Japan, dramatic lifestyle
+    changes occurred after World War II. Over the past 50 years (1947-1997), the age-standardized
+    death rates of breast and ovarian cancers increased about 2- and 4-fold, respectively,
+    and the respect'
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
+    'Japan',
+    'The experience of Japan as a clue to the etiology of breast and ovarian cancers: relationship between death from both malignancies and dietary prac...\nAlthough breast and ovarian cancers are rare in Japan compared with other developed countries, the death rates for both are increasing. In Japan, dramatic lifestyle changes occurred after World War II. Over the past 50 years (1947-1997), the age-standardized death rates of breast and ovarian cancers increased about 2- and 4-fold, respectively, and the respect',
+    'Prevalence of dementia in older Japanese-American men in Hawaii: The Honolulu-Asia Aging Study.\nOBJECTIVE: To determine prevalence of dementia and its subtypes in Japanese-American men and compare these findings with rates reported for populations in Japan and elsewhere. DESIGN AND SETTING: The Honolulu Heart Program is a prospective population-based study of cardiovascular disease established in 1965. Prevalence estimates were computed from cases identified at the 1991 to 1993 examination. Cognitive perfor',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
 # Get the similarity scores for the embeddings
 similarities = model.similarity(embeddings, embeddings)
 print(similarities)
+# tensor([[1.0000, 0.6565, 0.5021],
+#         [0.6565, 1.0000, 0.6033],
+#         [0.5021, 0.6033, 1.0000]])
 ```
 <!--
 #### Unnamed Dataset
+* Size: 75,822 training samples
+* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code>
 * Approximate statistics based on the first 1000 samples:
+  |         | sentence_0                                                                       | sentence_1                                                                           | sentence_2                                                                           |
+  |:--------|:---------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type    | string                                                                           | string                                                                               | string                                                                               |
+  | details | <ul><li>min: 3 tokens</li><li>mean: 6.96 tokens</li><li>max: 44 tokens</li></ul> | <ul><li>min: 15 tokens</li><li>mean: 109.49 tokens</li><li>max: 168 tokens</li></ul> | <ul><li>min: 26 tokens</li><li>mean: 109.39 tokens</li><li>max: 168 tokens</li></ul> |
 * Samples:
+  | sentence_0                                      | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | sentence_2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
+  |:------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>Do Vegetarians Get Enough Protein?</code> | <code>Lowered methionine ingestion as responsible for the decrease in rodent mitochondrial oxidative stress in protein and dietary restriction possible i...<br>Available information indicates that long-lived mammals have low rates of reactive oxygen species (ROS) generation and oxidative damage at their mitochondria. On the other hand, many studies have consistently shown that dietary restriction (DR) in rodents also decreases mitochondrial ROS (mtROS) production and oxidative damage to mitochondrial DNA and protein</code> | <code>No evidence of insulin resistance in normal weight vegetarians. A case control study.<br>BACKGROUND: Diets rich in carbohydrates with a low glycemic index and with high fiber content are associated with flat post-prandial rises of blood glucose, minimal post-prandial insulin secretion and maintenance of insulin sensitivity. Protective food commodities in the prevention of cardiovascular disease, insulin resistance syndrome or diabetes are crucial components of the vegetarian diet. AIM OF THE STUDY: Insulin res</code> |
+  | <code>seafood</code>                            | <code>Nonylphenol and octylphenol in human breast milk.<br>Human milk is the most important form of nourishment for newborn children. Its consumption is strongly recommended by health authorities also for other important advantages. Unfortunately, in the last three decades a great number of investigations have shown the occurrence of several environmental contaminants in human milk, especially those with lipophilic properties. This study investigates the presence of nonylphenol, octylphenol (OP), nonylphenol monoeth</code> | <code>Restriction of meat, fish, and poultry in omnivores improves mood: A pilot randomized controlled trial<br>Background Omnivorous diets are high in arachidonic acid (AA) compared to vegetarian diets. Research shows that high intakes of AA promote changes in brain that can disturb mood. Omnivores who eat fish regularly increase their intakes of eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA), fats that oppose the negative effects of AA in vivo. In a recent cross-sectional study, omnivores reported sign</code> |
+  | <code>Dr. Dean Ornish</code>                    | <code>Choline- and betaine-defined diets for use in clinical research and for the management of trimethylaminuria.<br>This article describes the development of a series of choline- and betaine-controlled diets that were served to research subjects as part of an ongoing study of diet requirements in humans. These diets were developed based on the analysis of choline and betaine in individual foods. The calculated diets were compared with analyses of all foods combined into a single sample for each day. The laboratory</code> | <code>FADD: a regulator of life and death.<br>FAS-associated protein with death domain (FADD) is the key adaptor protein transmitting apoptotic signals mediated by the main death receptors (DRs). Besides being an essential instrument in cell death, FADD is also implicated in proliferation, cell cycle progression, tumor development, inflammation, innate immunity, and autophagy. Recently, many of these new functions of FADD were shown to be independent of DRs. Moreover, FADD function is dictated by protein localizatio</code> |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
 ### Training Logs
 | Epoch  | Step | Training Loss |
 |:------:|:----:|:-------------:|
+| 0.4219 | 500  | 4.2890        |
+| 0.8439 | 1000 | 3.9225        |
+| 1.2658 | 1500 | 3.7318        |
+| 1.6878 | 2000 | 3.6166        |
 ### Framework Versions

model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
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