metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:7828
  - loss:TripletLoss
base_model: allenai/specter
widget:
  - source_sentence: >-
      The Taiwan Government follows the policy of active aging to prevent
      frailty. However, the current services lack cultural safety toward the
      Indigenous peoples and would benefit from a broader perspective on what
      active aging may entail. In this research, we study local perceptions of
      active aging among older Indigenous Tayal taking part in a local day club.
      The study identifies two formal activities that foster active aging: (a)
      information meetings about health and illness and (b) physical activities.
      In addition, two informal activities highlighted by the participants
      themselves were identified as necessary for promoting healthy and active
      aging: Cisan and Malahang. While Cisan means "social care," Malahang means
      "interrelational care practices." In conclusion, we argue for the
      relevance of listening to Indigenous older adults' voices to develop
      long-term care services adapted to their cultural values, linguistic
      competence, and cosmology.
    sentences:
      - >-
        ADVERTISEMENT RETURN TO ISSUEPREVArticleNEXTLaser Raman spectroscopy as
        a mechanistic probe of the phosphate transfer from adenosine
        triphosphate in a model systemAaron Lewis, Nathan Nelson, and Efraim
        RackerCite this: Biochemistry , , , 00000000Publication Date
        (Print):April , 0000Publication History Published online0 May
        0000Published inissue April 0000https://pubs.acs.org/doi/
        /bi00000a000https://doi.org/ /bi00000a000research-articleACS
        PublicationsRequest reuse permissionsArticle
        Views00Altmetric-Citations0LEARN ABOUT THESE METRICSArticle Views are
        the COUNTER-compliant sum of full text article downloads since November
        (both PDF and HTML) across all institutions and individuals. These
        metrics are regularly updated to reflect usage leading up to the last
        few days.Citations are the number of other articles citing this article,
        calculated by Crossref and updated daily. Find more information about
        Crossref citation counts.The Altmetric Attention Score is a quantitative
        measure of the attention that a research article has received online.
        Clicking on the donut icon will load a page at altmetric.com with
        additional details about the score and the social media presence for the
        given article. Find more information on the Altmetric Attention Score
        and how the score is calculated. Share Add toView InAdd Full Text with
        ReferenceAdd Description ExportRISCitationCitation and abstractCitation
        and referencesMore Options Share onFacebookTwitterWechatLinked
        InRedditEmail Other access optionsGet e-Alertsclose Get e-Alerts
      - >-
        Existing cognitive health literature focuses on the perspectives of
        older adults with dementia. However, little is known about the ways in
        which healthy older adults without dementia understand their cognitive
        health. In rural communities, early dementia diagnosis may be impeded by
        numerous factors including transportation challenges, cultural
        obstacles, and inadequate access to health and support services. Based
        on participant observation and two waves of semi-structured interviews,
        this study examined healthy, rural older adults' perceptions of
        cognitive health. By providing an innovative theoretical foundation
        informed by local perspectives and culture, findings reveal a complex
        and multidimensional view of cognitive health. Rural older adults
        described four key areas of cognitive health ranging from independence
        to social interaction. As policy makers, community leaders, and
        researchers work to address the cognitive health needs of the rural
        aging demographic, it is essential that they listen to the perspectives
        of rural older adults.
      - >-
        Juvenile Court Judges JournalVolume , Issue p. - From the
        President-Elect JUDGE CLAYTON W. ROSE, JUDGE CLAYTON W. ROSESearch for
        more papers by this author JUDGE CLAYTON W. ROSE, JUDGE CLAYTON W.
        ROSESearch for more papers by this author First published: October
        ToolsRequest permissionExport citationAdd to favoritesTrack citation
        ShareShare Give accessShare full text accessShare full-text accessPlease
        review our Terms and Conditions of Use and check box below to share
        full-text version of article.I have read and accept the Wiley Online
        Library Terms and Conditions of UseShareable LinkUse the link below to
        share a full-text version of this article with your friends and
        colleagues. Learn more.Copy URL Share a linkShare
        onFacebookTwitterLinked InRedditWechat No abstract is available for this
        article. Volume00, Issue0October 0000Pages - RelatedInformation
  - source_sentence: >-
      Mount Ciremai National Park (TNGC) is a National Park (TN) which has
      enormous ecological functions, especially as a water catchment area.
      Forest fires in TNGC occur every year and fluctuated from year to year.
      Forst fires destroy ecosystems and interfere the function of TNGC. Anti
      Fire Community (MPA) is a partnership which consist of local communities
      involved in forest fire control. Community partnership will never succeess
      without the MPA's participation. The research objectives are to describe
      the perception and participation of MPA on the forest fires control in
      TNGC and the implementation of MPA policies. This research method is done
      by questionnaires, observation and interviews. The results showed that MPA
      positively perceive that dry season as supporting factors and community
      activities that involve a fire as direct factors of forest fires. The
      public perception is not always in line with the participation. A strong
      perception does not guarantee a high participation, it might be the
      opposit (low participation). The highest MPA's participation in forest
      fires control is in forest fighting activities. Affecting factors on MPA's
      participation in forest fire control activities are economic factors ie
      wage, logistics dan goods. Occuring gap between the ideal conditions and
      real conditions is percent. Perceptions which is not in line with the
      participation and the emerge gap is suspected to cause unoptimized of
      forest fire control conducted by MPA in TNGC. Keywords: forest fire
      control, gap, MPA, particiation, perception
    sentences:
      - >-
        Objective To investigate the current status of clinical medical
        students' time engagement in extracurricular activities and its
        association with perceived stress, so to provide reference for promoting
        the moral, intellectual and physical development of clinical medical
        students as well as promoting the professional level of extracurricular
        activities in medical universities in China. Methods In December ,
        altogether students of clinical medicine major in a medical university
        enrolled in were investigated. General information questionnaire,
        extracurricular activities time engagement questionnaire of medical
        students and -items perceived stress scale were used to conduct
        questionnaire survey. The relationship between time engagement of
        extracurricular activities and perceived stress of medical students was
        analyzed by orderly logistic regression. Results The medical students, %
        ( / ) and % ( / ) of them, spent more than hours per week on
        extracurricular study and leisure and recreation, % ( / ) of the
        students spent less than hours per week on physical exercise, % ( / ) of
        the students did not devote their time to volunteering. The perceived
        stress score of students was ( , ). After controlling personal and
        family characteristics, the results of ordinal logistic regression
        analysis indicated that the ones with high perceived stress devoted less
        time to extracurricular learning (OR= , %CI= ~ ), volunteering (OR= ,
        %CI= ~ ) and exercising (OR= , %CI= ~ ). Conclusions Clinical medical
        students showed a low level of perceived stress. Perceived stress has a
        significant negative impact on students' time engagement in
        extracurricular learning, volunteering and physical exercise. Medical
        schools should focus on maintaining low level of perceived stress among
        clinical medical students. Key words: Medical students;Extracurricular
        activities;Time engagement;Perceived stress;Ordinal logistic regression
      - >-
        ADVERTISEMENT RETURN TO ISSUEPREVArticleNEXTLOCAL ANESTHETICS IN THE
        PYRROLE SERIES. IIF. F. Blicke and E. S. BlakeCite this: J. Am. Chem.
        Soc. , , , 00000000Publication Date (Print):March , 0000Publication
        History Published online0 May 0000Published inissue March
        0000https://pubs.acs.org/doi/ /ja00000a000https://doi.org/
        /ja00000a000research-articleACS PublicationsRequest reuse
        permissionsArticle Views000Altmetric-Citations00LEARN ABOUT THESE
        METRICSArticle Views are the COUNTER-compliant sum of full text article
        downloads since November (both PDF and HTML) across all institutions and
        individuals. These metrics are regularly updated to reflect usage
        leading up to the last few days.Citations are the number of other
        articles citing this article, calculated by Crossref and updated daily.
        Find more information about Crossref citation counts.The Altmetric
        Attention Score is a quantitative measure of the attention that a
        research article has received online. Clicking on the donut icon will
        load a page at altmetric.com with additional details about the score and
        the social media presence for the given article. Find more information
        on the Altmetric Attention Score and how the score is calculated. Share
        Add toView InAdd Full Text with ReferenceAdd Description
        ExportRISCitationCitation and abstractCitation and referencesMore
        Options Share onFacebookTwitterWechatLinked InRedditEmail Other access
        optionsGet e-Alertsclose Get e-Alerts
      - >-
        Recently a comprehensive source of data and information on carbon
        storage in various types of forest ecosystems and other land use in Java
        Island are still limited. This study was carried out in a conservation
        area of Bromo Tengger Semeru National Park (TNBTS) that represents the
        ecosystem types of lowland rain forest, sub-montane forests and mountain
        forests in Java. The information on carbon sequestration and carbon
        stocks at TNBTS becomes important. The main objective of this study was
        to estimate biomass and carbon storage in various types of forests in
        TNBTS using allometric approaches. The additional objectives were to
        estimate carbon storage on various land cover and to estimate the
        changes in carbon storage by land cover changes during the period , and
        . The measurement of forest carbon include aboveground, understorey,
        necromass and litter pools covering all ecosystem such as primary
        forest, secondary forest with high- and low- canopy density. This study
        found that the average of carbon stocks in primary forest were tonC/ha,
        and were tonC/ha in secondary forest. The total carbon stocks in the
        period has decreased about tonC/ha/year and in the period has increased
        about tonC/ha/year. The enhancement of carbon stocks in this area was
        driven by an intensive forest protection, good monitoring and land
        rehabilitation. Keywords: biomass, carbon storage, carbon stock, land
        cover , national park
  - source_sentence: >-
      In this paper, we present a novel multiple input multiple output (MIMO)
      linear parameter varying (LPV) state-space refinement system
      identification algorithm that uses tensor networks. Its novelty mainly
      lies in representing the LPV sub-Markov parameters, data and
      state-revealing matrix condensely and in exact manner using specific
      tensor networks. These representations circumvent the
      'curse-of-dimensionality' as they inherit the properties of tensor trains.
      The proposed algorithm is 'curse-of-dimensionality'-free in memory and
      computation and has conditioning guarantees. Its performance is
      illustrated using simulation cases and additionally compared with existing
      methods.
    sentences:
      - >-
        This paper proposes a new predictive controller approach for nonlinear
        process based on a reduced complexity homogeneous, quadratic
        discrete-time Volterra model called quadratic S-PARAFAC Volterra model.
        The proposed model is yielded by using the symmetry property of the
        Volterra kernels and their tensor decomposition using the PARAFAC
        technique that provides a parametric reduction compared to the
        conventional Volterra model. This property allows synthesising a new
        nonlinear-model-based predictive control (NMBPC). We develop the general
        form of a new predictor, and therefore, we propose an optimisation
        algorithm formulated as a quadratic programming under linear and
        nonlinear constraints. The performances of the proposed quadratic
        S-PARAFAC Volterra model and the developed NMBPC algorithm are
        illustrated on a numerical simulation and validated on a benchmark as a
        continuous stirred-tank reactor system. Moreover, the efficiency of the
        proposed quadratic S-PARAFAC Volterra model and the NMBPC approach are
        validated on an experimental communicating two-tank system.
      - >-
        Importance Several studies have found no temporal or demographic
        differences in the incidence of retinoblastoma except for age at
        diagnosis, whereas other studies have reported variations in incidence
        by sex and race/ethnicity. Objective To examine updated US
        retinoblastoma incidence patterns by sex, age at diagnosis, laterality,
        race/ethnicity, and year of diagnosis. Design, Setting, and Participants
        The Surveillance, Epidemiology, and End Results (SEER) databases were
        examined for retinoblastoma incidence patterns by demographic and tumor
        characteristics. We studied children in SEER registries, in SEER
        registries, and in SEER registries. Main Outcomes and Measures Incidence
        rates, incidence rate ratios (IRRs), and annual percent changes in
        rates. Results During - in SEER , there was a significant excess of
        total retinoblastoma among boys compared with girls (IRR, ; % CI, to ),
        in contrast to earlier reports of a female predominance. Bilateral
        retinoblastoma among white Hispanic boys was significantly elevated
        relative to white non-Hispanic boys (IRR, ; % CI, to ) and white
        Hispanic girls (IRR, ; % CI, to ) because of less rapid decreases in
        bilateral rates since the 0000s among white Hispanic boys than among the
        other groups. Retinoblastoma rates among white non-Hispanics decreased
        significantly since among those younger than year and since among those
        with bilateral disease. Conclusions and Relevance Although changes in
        the availability of prenatal screening practices for retinoblastoma may
        have contributed to these incidence patterns, further research is
        necessary to determine their actual effect on the changing incidence of
        retinoblastoma in the US population. In addition, consistent with other
        cancers, an excess of retinoblastoma diagnosed in boys suggests a
        potential effect of sex on cancer origin.
      - >-
        Improving the health behaviour can help prevent stroke recurrence. The
        existing health education interventions require more human resource.
        There is a lack of constructing a low-cost, highly universal, and
        easy-to-use stroke secondary prevention platform based on the existing
        medical resources.This was a randomized controlled trial to test the
        effects of a digital learning platform on the health knowledge, beliefs,
        and behaviours of stroke patients from baseline to months after
        discharge. The control group received routine health education while the
        intervention group received health belief education during
        hospitalization and used a digital learning platform for months after
        discharge. The health knowledge was assessed by The Stroke Health
        Knowledge Questionnaire, health beliefs by The Short Form Health Belief
        Model Scale for Stroke Patients, and health behaviours by the Stroke
        Health Behavior Scale. A total of patients were included: each in the
        intervention group and the control group, of whom and completed the
        study, respectively. At months after discharge, ( ) the health knowledge
        score of the intervention group was insignificantly higher than that of
        the control group, ( ) the health belief score of the intervention group
        was significantly higher than that of the control group, and ( ) the
        intervention group had higher health behaviour scores especially in
        physical activity than that of the control group. Other health behaviour
        dimensions have time effect, but not significant.The digital learning
        platform can improve health behaviours of stroke patients months after
        discharge, especially in physical activity.ChiCTR0000000000.
  - source_sentence: >-
      The present investigation was undertaken to study the involvement of
      Apatani women of Arunachal Pradesh in farm and home activities with the
      objective to study the selected socio-personal characteristics of Apatani
      women of Arunachal Pradesh and to identify the extent of involvement of
      Apatani women in selected farm and home activities.The study was conducted
      in Lower Subansiri district of Arunachal Pradesh.Four villages were
      selected for the present study.Data were collected with the help of
      interview schedule.Statistical technique viz., frequency, percentage, mean
      and standard deviation and coefficient correlation were used for analyzing
      the data.The study revealed that majority of the respondents were within
      the age group of - , belonged to Hindu religion were mostly illiterate,
      married, having nuclear family and member of one organization.Observations
      revealed that all the respondents independently participated in sowing of
      seed, nursery raising, leveling of field, weeding, gap filing and
      application of organic manure.The findings revealed that correlation
      between extent of participation in farm activities and land holding was
      negative and significant.While relationship between extent of
      participation in home activities with family size was positive and
      significantt.The mass media exposure and occupation of the family had
      positive and significant relationship with extent of participation in
      decision making pattern in home activities.The correlation between extent
      of participation in farm activities and land holding was negative and
      significant while relationship between extent of participation in home
      activities with family size was positive and significant.
    sentences:
      - >-
        The present investigation was conducted to assess the knowledge of farm
        women about farm broadcast 'Kheti Ri Baata' of state Department of
        Agriculture, Rajasthan.The study was conducted in four villages viz.,
        Gadoli, Nandwel, Mavli and Thamla of randomly selected Mavli Panchayat
        Samiti of Udaipur district of Rajasthan.A sample of farm women was
        selected for the present study.Personal interview method was used for
        data collection.Frequency, percentage and mean per cent score were used
        for analysis of the data.More than half of the respondents ( %) were not
        aware about the farm broadcast and very few ( %) were viewing the
        programme regularly.
      - >-
        Reninangiotensin aldosterone system inhibitors are for a long time
        extensively used for the treatment of cardiovascular and renal diseases.
        AT0 receptor blockers (ARBs or sartans) act as antihypertensive drugs by
        blocking the octapeptide hormone Angiotensin II to stimulate AT0
        receptors. The antihypertensive drug candesartan (CAN) is the active
        metabolite of candesartan cilexetil (Atacand, CC). Complexes of
        candesartan and candesartan cilexetil with -hydroxylpropyl--cyclodextrin
        ( -HP--CD) were characterized using high-resolution electrospray
        ionization mass spectrometry and solid state 00C
        cross-polarization/magic angle spinning nuclear magnetic resonance
        (CP/MAS NMR) spectroscopy. The 00C CP/MAS results showed broad peaks
        especially in the aromatic region, thus confirming the strong
        interactions between cyclodextrin and drugs. This experimental evidence
        was in accordance with molecular dynamics simulations and quantum
        mechanical calculations. The synthesized and characterized complexes
        were evaluated biologically in vitro. It was shown that as a result of
        CAN's complexation, CAN exerts higher antagonistic activity than CC.
        Therefore, a formulation of CC with -HP--CD is not indicated, while the
        formulation with CAN is promising and needs further investigation. This
        intriguing result is justified by the binding free energy calculations,
        which predicted efficient CC binding to -HP--CD, and thus, the
        molecule's availability for release and action on the target is
        diminished. In contrast, CAN binding was not favored, and this may allow
        easy release for the drug to exert its bioactivity.
      - >-
        Heterogeneous electron-transfer rate measurements using the scanning
        electrochemical microscope are reported for the [M(TCTA)](-/ ) couples
        (M = Mn, Fe, and Ni) in aqueous solution. Solution IR spectroscopy
        indicates that N( )O( ) coordination is preserved for each couple within
        the pH range of - , and susceptibility measurements indicate little or
        no interference from spin-state changes at room temperature. Marcus-Hush
        expressions were used to quantitatively relate structural differences
        between oxidation states to measured standard heterogeneous
        electron-transfer rate constants. Good correlation was obtained for the
        Fe couple, and structural changes associated with the Mn and Ni couples
        were estimated. In addition, the structure of the Fe(II) complex was
        determined by X-ray crystallography. The molecule [Fe(H( )O)(
        )][Fe(TCTA)]( ) is trigonal, space group P0( )/c (no. ) with a = b = ( )
        A, c = ( ) A, and Z = . A notable feature of the structure is that the
        [Fe(TCTA)](-) complex is distributed between two different geometries,
        one being rigorously trigonal prismatic and the other having a
        antiprismatic twist.
  - source_sentence: >-
      To deal with the theme of the "unrepresented" it is necessary to clarify
      what we mean by representation. Depending on whether a formal,
      substantial, descriptive or symbolic concept of representation is adopted,
      in fact, the answer to the question: "Who are the unrepresented?" changes.
      Based on a formal concept, the unrepresented are those formally excluded
      from political rights. On the basis of a substantial conception, instead,
      they too can be considered represented, if there is someone who pursues
      their interests in the institutions. According to a descriptive concept,
      an assembly selected through the draw must be considered representative.
      The same can be said of a leader in whom a community identifies itself
      symbolically. The author claims that the adoption of exclusively
      substantial, descriptive or symbolic conceptions of representation
      involves many problems from the point of view of democratic theory, and
      therefore adopts a formal perspective. According to it, the unrepresented
      can be divided into three categories: a) who has not the right to elect
      representatives; b) who has this right, but fails to elect his or her own
      representative; c) who has this right but doesn't exercise it. The first
      category includes foreign residents without citizenship in democratic
      countries. The author argues that discrimination against them is not
      rationally justifiable, because it cannot be based on any of the classic
      arguments developed to limit political rights (such as lack of capacity,
      independence, or interest). The second category includes those who vote,
      but don't contribute to the election of anyone representing them. The
      existence of this category raises the problem of distorting electoral
      laws, and the issue of the size of representative assemblies. The third
      category includes those who don't exercise their political rights. A
      worrying sign that the vote by many is no longer perceived as a vehicle
      for change.
    sentences:
      - >-
        Background: Disability, societal, and health impact of chronic
        intractable pain secondary to various failed therapies is a major issue.
        As advanced therapy, implantable therapies, which include intrathecal
        devices and spinal cord stimulation systems, are frequently used in
        managing chronic intractable pain. Thus, continuous infusion of
        intrathecal medication is one of the methods used for the control of
        chronic, refractory, cancer, and non-cancer pain. However, despite the
        high costs of chronic non-cancer pain, it has been claimed that there is
        a lack of evidence for intrathecal infusion systems and the cost
        effectiveness of these systems has been questioned in improving pain and
        function. Study Design: A systematic review of intrathecal infusion
        devices for chronic non-cancer pain. Objective: To determine the
        efficacy, utilization, safety, and complications associated with the use
        of intrathecal infusion devices for long-term management of chronic
        non-cancer pain. Methods: Literature search was performed through
        EMBASE, Medline, Cochrane databases, and systematic reviews identified
        from to December . Studies were then reviewed and assessed using the
        Agency for Healthcare Research and Quality (AHRQ) criteria for
        observational studies and the Cochrane Musculoskeletal Review Group
        criteria for randomized trials. The level of evidence was determined
        using levels of evidence, ranging from Level I to III with subcategories
        in Level II, based on the quality of evidence developed by the U.S.
        Preventive Services Task Force (USPSTF). Outcome Measures: The primary
        outcome measure was pain relief (short-term relief one-year and
        long-term > one-year). Secondary outcome measures of improvement in
        functional status, psychological status, return to work, and reduction
        in opioid intake were also utilized. Results: The level of evidence for
        intrathecal infusion systems indicated either Level II- or Level III
        (limited) based on U.S. Preventive Services Task Force (USPSTF)
        criteria. Limitations: The limitations of this study include the paucity
        of literature, lack of quality evidence, and lack of randomized trials.
        Conclusion: This systematic review illustrates Level II- or Level III
        (limited) evidence for intrathecal infusion systems for long-term relief
        in chronic non-cancer pain. Key words: Intrathecal infusion, intraspinal
        infusion, programmable infusion systems, spinal infusion, intra-spinal
        infusion devices, baclofen infusion, intrathecal opiates
      - >-
        Human attachment relationships are considered to be foundational to
        psychological well-being (Fonagy, ; Warren, Huston, Egeland, & Sroufe, )
        and, by extension, attachment to God is often considered foundational to
        psychological well-being amongst Christian believers (Kirkpatrick, ;
        Miner, ). However, studies of psychological need satisfaction by
        different attachment figures (La Guardia, Ryan, Couchman, & Deci, )
        suggest that experiences in which basic psychological needs are
        satisfied are conducive to more secure attachment relationships, and
        thus, to enhanced psychological well-being. This paper tests two
        contrasting models of attachment to God, need satisfaction, and
        well-being: the Attachment Security Primacy Model which holds that
        attachment security facilitates experiences of psychological need
        satisfaction and thence increased well-being; and the Need Satisfaction
        Primacy Model which holds that experiences of psychological need
        satisfaction facilitate attachment security and thence increased
        well-being. Using self-report data from Australian Christian
        participants, Structural Equation Modeling indicated that the Need
        Satisfaction Primacy Model fit the data better than competing models.
        Implications for augmenting theories of attachment to God and providing
        contexts in which people can experience God as meeting basic needs are
        discussed.
      - >-
        The constitutional State is under attack. If we separate Rule of Law and
        democratic sovereignty, civil rights and social rights, the holding of
        pluralist democracies is jeopardized. The sunset of the Rule of Law
        risks being one of the most dangerous consequences of neoliberal
        globalism and its crisis. The demolition of the welfare State and the
        technocratic depletion of politics have in fact generated a distortion
        of constitutional democracies, which can open the way for the
        questioning of the Rule of law. The opposing ideological narratives on
        the Rule of Law can be grouped according to two visions: an optimistic
        one, which sees in neo-liberal globalization the opportunity for its
        generalized diffusion; a radical-maximalist, which completely liquidates
        its regulatory framework and inheritance. The essay analyzes these two
        trends, to focus then on the emergency paradigm as a challenge to the
        "Rule of law".
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cosine_accuracy
model-index:
  - name: SentenceTransformer based on allenai/specter
    results:
      - task:
          type: triplet
          name: Triplet
        dataset:
          name: specter og
          type: specter_og
        metrics:
          - type: cosine_accuracy
            value: 0.9840357598978289
            name: Cosine Accuracy
      - task:
          type: triplet
          name: Triplet
        dataset:
          name: modernBERT disciplines
          type: modernBERT_disciplines
        metrics:
          - type: cosine_accuracy
            value: 0.9846743295019157
            name: Cosine Accuracy

SentenceTransformer based on allenai/specter

This is a sentence-transformers model finetuned from allenai/specter. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer
Base model: allenai/specter
Maximum Sequence Length: 512 tokens
Output Dimensionality: 768 dimensions
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("m7n/discipline-tuned_specter_1_001")
# Run inference
sentences = [
    'To deal with the theme of the "unrepresented" it is necessary to clarify what we mean by representation. Depending on whether a formal, substantial, descriptive or symbolic concept of representation is adopted, in fact, the answer to the question: "Who are the unrepresented?" changes. Based on a formal concept, the unrepresented are those formally excluded from political rights. On the basis of a substantial conception, instead, they too can be considered represented, if there is someone who pursues their interests in the institutions. According to a descriptive concept, an assembly selected through the draw must be considered representative. The same can be said of a leader in whom a community identifies itself symbolically. The author claims that the adoption of exclusively substantial, descriptive or symbolic conceptions of representation involves many problems from the point of view of democratic theory, and therefore adopts a formal perspective. According to it, the unrepresented can be divided into three categories: a) who has not the right to elect representatives; b) who has this right, but fails to elect his or her own representative; c) who has this right but doesn\'t exercise it. The first category includes foreign residents without citizenship in democratic countries. The author argues that discrimination against them is not rationally justifiable, because it cannot be based on any of the classic arguments developed to limit political rights (such as lack of capacity, independence, or interest). The second category includes those who vote, but don\'t contribute to the election of anyone representing them. The existence of this category raises the problem of distorting electoral laws, and the issue of the size of representative assemblies. The third category includes those who don\'t exercise their political rights. A worrying sign that the vote by many is no longer perceived as a vehicle for change.',
    'The constitutional State is under attack. If we separate Rule of Law and democratic sovereignty, civil rights and social rights, the holding of pluralist democracies is jeopardized. The sunset of the Rule of Law risks being one of the most dangerous consequences of neoliberal globalism and its crisis. The demolition of the welfare State and the technocratic depletion of politics have in fact generated a distortion of constitutional democracies, which can open the way for the questioning of the Rule of law. The opposing ideological narratives on the Rule of Law can be grouped according to two visions: an optimistic one, which sees in neo-liberal globalization the opportunity for its generalized diffusion; a radical-maximalist, which completely liquidates its regulatory framework and inheritance. The essay analyzes these two trends, to focus then on the emergency paradigm as a challenge to the "Rule of law".',
    'Human attachment relationships are considered to be foundational to psychological well-being (Fonagy, ; Warren, Huston, Egeland, & Sroufe, ) and, by extension, attachment to God is often considered foundational to psychological well-being amongst Christian believers (Kirkpatrick, ; Miner, ). However, studies of psychological need satisfaction by different attachment figures (La Guardia, Ryan, Couchman, & Deci, ) suggest that experiences in which basic psychological needs are satisfied are conducive to more secure attachment relationships, and thus, to enhanced psychological well-being. This paper tests two contrasting models of attachment to God, need satisfaction, and well-being: the Attachment Security Primacy Model which holds that attachment security facilitates experiences of psychological need satisfaction and thence increased well-being; and the Need Satisfaction Primacy Model which holds that experiences of psychological need satisfaction facilitate attachment security and thence increased well-being. Using self-report data from Australian Christian participants, Structural Equation Modeling indicated that the Need Satisfaction Primacy Model fit the data better than competing models. Implications for augmenting theories of attachment to God and providing contexts in which people can experience God as meeting basic needs are discussed.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Triplet

Datasets: specter_og and modernBERT_disciplines
Evaluated with TripletEvaluator

Metric	specter_og	modernBERT_disciplines
cosine_accuracy	0.984	0.9847

Training Details

Training Dataset

Unnamed Dataset

Size: 7,828 training samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative
type	string	string	string
details	min: 88 tokens mean: 245.68 tokens max: 512 tokens	min: 85 tokens mean: 243.1 tokens max: 512 tokens	min: 77 tokens mean: 242.04 tokens max: 512 tokens

Samples:

anchor	positive	negative
ChemInformVolume , Issue Reviews ChemInform Abstract: -Chloro- -aza- -propeniminium Units as Versatile Building Blocks in Organic Synthesis J. LIEBSCHER, J. LIEBSCHER Sekt. Chem., Humboldt-Univ., DDR- BerlinSearch for more papers by this author J. LIEBSCHER, J. LIEBSCHER Sekt. Chem., Humboldt-Univ., DDR- BerlinSearch for more papers by this author First published: January , the full textAboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onFacebookTwitterLinked InRedditWechat No abstract is available for this article. Volume00, Issue0January , RelatedInformation	ChemInformVolume , Issue Heterocyclic Compounds ChemInform Abstract: Anhydrous CeCl0-Catalyzed C0-Selective Propargylation of Indoles with Tertiary Alcohols. Claudio C. Silveira, Claudio C. Silveira Dep. Quim., Univ. Fed. Santa Maria, Santa Maria, Rio Grande do Sul, BrazilSearch for more papers by this authorSamuel R. Mendes, Samuel R. Mendes Dep. Quim., Univ. Fed. Santa Maria, Santa Maria, Rio Grande do Sul, BrazilSearch for more papers by this authorLucas Wolf, Lucas Wolf Dep. Quim., Univ. Fed. Santa Maria, Santa Maria, Rio Grande do Sul, BrazilSearch for more papers by this authorGuilherme M. Martins, Guilherme M. Martins Dep. Quim., Univ. Fed. Santa Maria, Santa Maria, Rio Grande do Sul, BrazilSearch for more papers by this author Claudio C. Silveira, Claudio C. Silveira Dep. Quim., Univ. Fed. Santa Maria, Santa Maria, Rio Grande do Sul, BrazilSearch for more papers by this authorSamuel R. Mendes, Samuel R. Mendes Dep. Quim., Univ. Fed. Santa Maria, Santa Maria, Rio Grande do Sul, ...	INSIGHTVolume , Issue p. - Special Feature Highway Infrastructure Michael E. Krueger, Michael E. Krueger Search for more papers by this author Michael E. Krueger, Michael E. Krueger Search for more papers by this author First published: June 0AboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onFacebookTwitterLinkedInRedditWechat Citing Literature Volume0, Issue0April 0000Pages - RelatedInformation
Background: When determining the duration of an acute bout of physical activity (PA) in an experiment, it is important for researchers to consider associations between duration and the target outcome, as well as how amenable participants will be to enrolling, and whether they will be capable of completing the study. Researchers must strike a suitable balance when working with populations that are commonly inactive, such as people with schizophrenia. Conceptually, a participant's task self-efficacy might indicate their willingness to participate in a study and their confidence in completing a PA protocol. To inform a future protocol, this study examined the self-efficacy of individuals with schizophrenia to complete PA bouts of differing durations. Methods: A secondary analysis on reliability data from a Health Action Process Approach inventory for PA in schizophrenia (n= ) was performed. Task self-efficacy was measured using -items. Participants rated how confident they were in their p...	Involvement opportunities (IOs) are perceived benefits that are only present through continued sport involvement (Weiss & Amorose, ). Knowing which IOs are poignant in different segments of a population may be important in explaining participants' sport commitment, their behaviours, and purchase intentions (Casper & Stellino, ; Young, Bennett & Seguin, ). This study examined how Masters swimmers judged IOs, as a function of age group ( - , - , - , +), sex, prior participation length (< , + yrs), and probability (low, high) of attending a World championship event. Participants reported information on demographics, sport involvement, intentions, and responded to a survey (Bennett & Young, ) assessing different IOs. A series of MANOVAs identified differences according to sample segments, all ps < . All age cohorts highly recognized opportunities for 'enjoyment', 'health and fitness', 'social', 'stress relief' and 'personal testing and assessment', though the youngest group viewed the latt...	The article analyzes the current state with anti-monopolistic regulation with regards to the transactions of mergers and acquisitions in Russia, describes the recent changes in legislation related to it, and analyzes the major trends in state regulation over merges and acquisitions in the post-crisis period. The acquisition of TNK-BP by Rosneft' is the central example discussed in the article. The author presents recommendation towards improving the mechanisms of evaluation of the effect produced by the transaction of merges and acquisitions upon Russian economy
In academe, there is a great bifurcation in the understanding of such things, i.e., the main thought of German ideology and its status in the history of Marxist philosophy. By exploring the historical background and the purpose of German ideology, and with the help of the direct explanation of Marx and Engels in this book, the author thinks that the main thought and basic content of German ideology is the theory on individuals. After that, the author elucidates the relation between the theory on individuals of Marxism and historical materialism, and the history of Marxist philosophy as well.	After the Second Opium War, the government of the Qing Dynasty signed Treaty of Tianjing with America and British in succession, starting from which Shantou opened its seaport to the world, and the foreigners had enjoyed the rights to rent estate to build warehouse, church, hospital and graveyards. Being different with other cities such as Shanghai, Tianjin, and Hankou, where designed some special areas to rent, the expanding situation in Shantou is more complicated. Based on the analysis of British Public Archives Files, this paper focuses on the two recorded disputes on estate involving Chinese and foreigners in Shantou, in order to help us to gain a deep understanding of the complicate situation in the expanding progression of Chinese coastal ports, by presenting the transition of the strategies adopted by foreigners to rent or buy estate, and the reactions taken by Chinese officials during the formation of Shantou City in the end of the Qing Dynasty.	We complete the determination of the \ell -block distribution of characters for quasi-simple exceptional groups of Lie type up to some minor ambiguities relating to non-uniqueness of Jordan decomposition. For this, we first determine the \ell -block distribution for finite reductive groups whose ambient algebraic group defined in characteristic different from \ell has connected centre. As a consequence we derive a compatibility between \ell -blocks, e -Harish-Chandra series and Jordan decomposition. Further we apply our results to complete the proof of Robinson's conjecture on defects of characters.

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.COSINE",
    "triplet_margin": 0.3
}

Evaluation Dataset

Unnamed Dataset

Size: 391 evaluation samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 391 samples:

	anchor	positive	negative
type	string	string	string
details	min: 88 tokens mean: 241.2 tokens max: 512 tokens	min: 91 tokens mean: 242.12 tokens max: 512 tokens	min: 92 tokens mean: 244.54 tokens max: 512 tokens

Samples:

anchor	positive	negative
Some two component catalysts supported on inorganic oxides were prepared by wet impregnation and their catalytic performances for the direct synthesis of dimethyl carbonate from carbon dioxide, propylene oxide and methanol were studied. The influences of reaction temperature, amount of catalyst, reaction pressure and size of support on the synthetic reaction were investigated. The results showed that two component catalyst supported on ZnO had good catalytic activity and optimum reaction temperature was . The highest yield of DMC was obtained over a catalyst with % active component. The influence of reaction pressure was not obvious, and the decrease of the size of support favored the formation of DMC.	-Dihydroxybenzoic acid was prepared by carboxylation of resorcinol in solvent under under atmospheric pressure was studied.The mechanism of Kolbe-Schmitt carboxylation was analyzed and the sutable solvent for the carboxylation reaction was selected.The optimum process parameters were determined by orthogonal test.Under the optimized parameters,i.e.,resorcinol to potassium carbonate molar ratio of ,reaction temperature of - ,reaction time of hours- hours,and dimethyl acetamide as solvent,the yield of -dihydroxybenzoic acid was up to %	Background This paper uses a SEIR(D) model to analyse the time-varying transmission dynamics of the COVID- epidemic in Korea throughout its multiple stages of development. This multi-stage estimation of the model parameters offers a better model fit compared to the whole period analysis and shows how the COVID- 's infection patterns change over time, primarily depending on the effectiveness of the public health authority's non-pharmaceutical interventions (NPIs).Methods This paper uses the SEIR(D) compartment model to simulate and estimate the parameters for three distinctive stages of the COVID- epidemic in Korea, using a manually compiled COVID- epidemic dataset for the period between February and February . The paper identifies three major stages of the COVID- epidemic, conducts multi-stage estimations of the SEIR(D) model parameters, and carefully infers context-dependent meaning of the estimation results to help better understand the unique patterns of the transmission of the nove...
Clinical Pharmacology & TherapeuticsVolume , Issue p. - USAN Council List No. First published: July ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onFacebookTwitterLinked InRedditWechat Abstract Clinical Pharmacology and Therapeutics ( ) , ; doi: /clpt.0000.000 Volume00, Issue0July 0000Pages - RelatedInformation	Clinical Pharmacology & TherapeuticsVolume , Issue p. - FDA papers FDA papers II Walter Modell M.D., Walter Modell M.D.Search for more papers by this authorC. E. Healy M.D., C. E. Healy M.D. Evansville, Ind.Search for more papers by this author Walter Modell M.D., Walter Modell M.D.Search for more papers by this authorC. E. Healy M.D., C. E. Healy M.D. Evansville, Ind.Search for more papers by this author First published: March 0AboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onFacebookTwitterLinkedInRedditWechat Citing Literature Volume0, Issue0March 0000Pages - Relat...	Preeclampsia is characterized by reduced placental perfusion with placental ischemia and hypertension during pregnancy. Preeclamptic women also exhibit a heightened inflammatory state and greater number of neutrophils in the vasculature compared to normal pregnancy. Since neutrophils are associated with tissue injury and inflammation, we hypothesized that neutrophils are critical to placental ischemia-induced hypertension and fetal demise. Using the reduced uteroplacental perfusion pressure (RUPP) model of placental ischemia-induced hypertension in the rat, we determined the effect of neutrophil depletion on blood pressure and fetal resorptions. Neutrophils were depleted with repeated injections of polyclonal rabbit anti-rat polymorphonuclear leukocyte (PMN) antibody (antiPMN). Rats received either antiPMN or normal rabbit serum (Control) on , , , and days post conception (dpc). On dpc, rats underwent either Sham surgery or clip placement on ovarian arteries and abdominal aorta to redu...
Prior to the start of the LHC Run , the US ATLAS Software and Computing operations program established three shared Tier Analysis Facilities (AFs). The newest AF was established at the University of Chicago in the past year, joining the existing AFs at Brookhaven National Lab and SLAC National Accelerator Lab. In this paper, we will describe both the common and unique aspects of these three AFs, and the resulting distributed facility from the user's perspective, including how we monitor and measure the AFs. The common elements include enabling easy access via Federated ID, file sharing via EOS, provisioning of similar Jupyter environments using common Jupyter kernels and containerization, and efforts to centralize documentation and user support channels. The unique components we will cover are driven in turn by the requirements, expertise and resources at each individual site. Finally, we will highlight how the US AFs are collaborating with other ATLAS and LHC wide (IRIS-HEP and HSF) u...	Network traffic optimisation is difficult as the load is by nature dynamic and seemingly unpredictable. However, the increased usage of file transfer services may help the detection of future loads and the prediction of their expected duration. The NOTED project seeks to do exactly this and to dynamically adapt network topology to deliver improved bandwidth for users of such services. This article introduces, and explains the features of, the two main components of NOTED, the Transfer Broker and the Network Intelligence component. The Transfer Broker analyses all queued and on-going FTS transfers, producing a traffic report which can be used by network controllers. Based on this report and its knowledge of the network topology and routing, the Network Intelligence (NI) component makes decisions as to when a network reconfiguration could be beneficial. Any Software Defined Network controller can then apply these decision to the network, so optimising transfer execution time and reducing...	Human Geophagia, a phenomenon widely practised especially in Africa, is the craving and deliberate ingestion of clayey soils. It is frequently practised by women and children to relieve hunger, supply nutritional deficiencies or as folk medicine. Geophagic individuals are very selective in the type of clayey soil they consume, where it is obtained, and its physical state; as well as its colour, smell and texture. Though clayey soils are medicinal, they could equally be risky and hazardous to human health. Reports have associated geophagia with iron deficiency leading to anaemia, infestation with geohelminths, and abrasion of the gastro-intestines. This overview brings awareness on clayey soils consumed and throws light on the human health associated effects.

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.COSINE",
    "triplet_margin": 0.3
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 4
per_device_eval_batch_size: 4
learning_rate: 1e-05
weight_decay: 0.01
num_train_epochs: 2
warmup_ratio: 0.1
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 4
per_device_eval_batch_size: 4
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 1e-05
weight_decay: 0.01
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 2
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: False
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
dispatch_batches: None
split_batches: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss	Validation Loss	specter_og_cosine_accuracy	modernBERT_disciplines_cosine_accuracy
0	0	-	-	0.9579	-
0.0511	100	0.1007	0.0612	0.9649	-
0.1022	200	0.0442	0.0423	0.9687	-
0.1533	300	0.0372	0.0342	0.9725	-
0.2044	400	0.0319	0.0274	0.9725	-
0.2555	500	0.0307	0.0282	0.9738	-
0.3066	600	0.0318	0.0268	0.9789	-
0.3577	700	0.0278	0.0251	0.9770	-
0.4088	800	0.0266	0.0282	0.9757	-
0.4599	900	0.0274	0.0252	0.9745	-
0.5110	1000	0.0317	0.0263	0.9770	-
0.5621	1100	0.024	0.0249	0.9770	-
0.6132	1200	0.0201	0.0236	0.9770	-
0.6643	1300	0.0202	0.0225	0.9757	-
0.7154	1400	0.0284	0.0228	0.9777	-
0.7665	1500	0.0229	0.0236	0.9777	-
0.8176	1600	0.0299	0.0219	0.9789	-
0.8687	1700	0.0315	0.0197	0.9808	-
0.9198	1800	0.0222	0.0193	0.9840	-
0.9709	1900	0.0251	0.0197	0.9821	-
1.0220	2000	0.0283	0.0190	0.9789	-
1.0731	2100	0.017	0.0198	0.9770	-
1.1242	2200	0.0154	0.0189	0.9821	-
1.1753	2300	0.0079	0.0192	0.9840	-
1.2264	2400	0.0042	0.0191	0.9834	-
1.2775	2500	0.0065	0.0197	0.9808	-
1.3286	2600	0.0066	0.0198	0.9796	-
1.3797	2700	0.0058	0.0196	0.9821	-
1.4308	2800	0.0084	0.0196	0.9828	-
1.4819	2900	0.009	0.0199	0.9847	-
1.5330	3000	0.0053	0.0193	0.9828	-
1.5841	3100	0.0075	0.0185	0.9821	-
1.6352	3200	0.0045	0.0188	0.9840	-
1.6863	3300	0.0051	0.0185	0.9821	-
1.7374	3400	0.008	0.0189	0.9821	-
1.7885	3500	0.0097	0.0187	0.9834	-
1.8396	3600	0.0083	0.0186	0.9840	-
1.8906	3700	0.007	0.0183	0.9847	-
1.9417	3800	0.0072	0.0180	0.9840	-
1.9673	3850	-	-	-	0.9847

Framework Versions

Python: 3.10.12
Sentence Transformers: 3.3.1
Transformers: 4.48.0.dev0
PyTorch: 2.5.1+cu121
Accelerate: 1.2.1
Datasets: 3.2.0
Tokenizers: 0.21.0

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

TripletLoss

@misc{hermans2017defense,
    title={In Defense of the Triplet Loss for Person Re-Identification},
    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
    year={2017},
    eprint={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}