Instructions to use ChenyuEcho/corruption_emaillevel_DPO with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ChenyuEcho/corruption_emaillevel_DPO with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("ChenyuEcho/corruption_emaillevel_DPO")

sentences = [
    "Requests for information on anonymous whistleblower or concern reporting procedures",
    "Subject: Re: Employee Morale and Recent Informal Concerns\nDate: 2026-01-20T16:53:00\nFrom: Thomas Tom Bradford\nParticipants: Carmen Ortiz\n\nBody:\nHi Carmen,\n\nThank you for proactively raising these important issues and for sharing the candid feedback from our staff in Tequila. I completely agree that transparent communication is essential, and I appreciate your suggestion to hold an all-hands meeting soon. It’s clear that addressing concerns around perceived favoritism and keeping everyone informed about our decision-making process is crucial for maintaining morale and trust within the team.\n\nLet’s coordinate on scheduling this meeting before the end of the month, and I’d welcome your insights on the agenda and on the draft communication you mentioned. Please go ahead and share your draft with the group. I’ll also connect with Sarah and Patricia so we can align on messaging and logistics.\n\nThanks again for your initiative, and please keep us posted on any further feedback you hear in the meantime.\n\nBest regards,\nTom",
    "Subject: Urgent: Additional Documentation Required for Payment Processing\nDate: 2025-12-30T20:00:00\nFrom: James Cooper\nParticipants: Victoria Hayes\n\nBody:\nHi Victoria,\n\nI hope this message finds you well. We are in the process of preparing our claim submission to Chubb, but I've encountered a discrepancy with the beneficiary details for the recent wire transfer. The beneficiary account listed in the payment instructions does not match our internal records. To proceed, we will need additional documentation clarifying the intended recipient and supporting the legitimacy of the transaction. This is essential for both audit and compliance purposes.\n\nPlease let me know if you can provide the necessary documents or if there's a specific contact at Chubb who can assist with further verification. I want to ensure there are no delays in our claim due to incomplete or mismatched payment information.\n\nLooking forward to your prompt response.\n\nBest regards,\nJames Cooper\nTreasury Manager\n\n--\nJames Cooper\nTreasury Manager\nAgave Spirits International",
    "Subject: Concern About Recent Events and Reporting Process\nDate: 2025-08-14T13:01:00\nFrom: Arturo Sandoval\nParticipants: Carmen Ortiz\n\nBody:\nHi Carmen,\n\nI hope you don’t mind me reaching out. I wanted to share that lately, I’ve been feeling uncomfortable with what’s happening around the plant. Rick asked me to prepare the water samples last week, and while I was working late, I noticed some unusual visitors in the admin area. I’ve also seen some things that worry me, especially around the dinners with the mayor. People in town talk about the mayor’s relationship with certain groups, and there are rumors about his connections. I’m worried about the company’s reputation if any of this is true. Can you let me know how I could report concerns anonymously? I want to do the right thing but I’m not sure how to proceed.\n\nThank you for your guidance.\n\nBest,\nArturo\n\n--\nArturo Sandoval\nEnvironmental Technician\nDestilería Agave Spirits",
    "Subject: Coordinated Project Status Update and Next Steps\nDate: 2025-11-21T15:20:00\nFrom: Patricia Reeves\nParticipants: Sarah Mitchell; Luis Fernando Chavez; Hector Vargas\n\nBody:\nHello Team,\n\nI wanted to share an update on the ongoing Agave Expansion Project and highlight the need for closer coordination among our departments. We have made good progress on permitting and environmental assessments, but upcoming deadlines require tighter collaboration between Legal, Urban Development, and Environmental teams. Please review the attached timeline and confirm your department’s primary contact for weekly sync meetings. This coordination will ensure we address any regulatory, compliance, and technical issues in a timely manner.\n\nLet’s work together to keep momentum and avoid bottlenecks. If you have any concerns or require additional support, don’t hesitate to reach out.\n\nBest regards,\nPatricia Reeves\nExecutive Assistant to CEO\n\n--\nPatricia Reeves\nExecutive Assistant to the CEO\nAgave Spirits International"
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [5, 5]

Notebooks
Google Colab
Kaggle

corruption_emaillevel_DPO / README.md

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metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:1548
  - loss:DPOLoss
base_model: Qwen/Qwen3-Embedding-0.6B
widget:
  - source_sentence: >-
      Requests for information on anonymous whistleblower or concern reporting
      procedures
    sentences:
      - >-
        Subject: Re: Employee Morale and Recent Informal Concerns

        Date: 2026-01-20T16:53:00

        From: Thomas Tom Bradford

        Participants: Carmen Ortiz


        Body:

        Hi Carmen,


        Thank you for proactively raising these important issues and for sharing
        the candid feedback from our staff in Tequila. I completely agree that
        transparent communication is essential, and I appreciate your suggestion
        to hold an all-hands meeting soon. It’s clear that addressing concerns
        around perceived favoritism and keeping everyone informed about our
        decision-making process is crucial for maintaining morale and trust
        within the team.


        Let’s coordinate on scheduling this meeting before the end of the month,
        and I’d welcome your insights on the agenda and on the draft
        communication you mentioned. Please go ahead and share your draft with
        the group. I’ll also connect with Sarah and Patricia so we can align on
        messaging and logistics.


        Thanks again for your initiative, and please keep us posted on any
        further feedback you hear in the meantime.


        Best regards,

        Tom
      - >-
        Subject: Urgent: Additional Documentation Required for Payment
        Processing

        Date: 2025-12-30T20:00:00

        From: James Cooper

        Participants: Victoria Hayes


        Body:

        Hi Victoria,


        I hope this message finds you well. We are in the process of preparing
        our claim submission to Chubb, but I've encountered a discrepancy with
        the beneficiary details for the recent wire transfer. The beneficiary
        account listed in the payment instructions does not match our internal
        records. To proceed, we will need additional documentation clarifying
        the intended recipient and supporting the legitimacy of the transaction.
        This is essential for both audit and compliance purposes.


        Please let me know if you can provide the necessary documents or if
        there's a specific contact at Chubb who can assist with further
        verification. I want to ensure there are no delays in our claim due to
        incomplete or mismatched payment information.


        Looking forward to your prompt response.


        Best regards,

        James Cooper

        Treasury Manager


        --

        James Cooper

        Treasury Manager

        Agave Spirits International
      - >-
        Subject: Concern About Recent Events and Reporting Process

        Date: 2025-08-14T13:01:00

        From: Arturo Sandoval

        Participants: Carmen Ortiz


        Body:

        Hi Carmen,


        I hope you don’t mind me reaching out. I wanted to share that lately,
        I’ve been feeling uncomfortable with what’s happening around the plant.
        Rick asked me to prepare the water samples last week, and while I was
        working late, I noticed some unusual visitors in the admin area. I’ve
        also seen some things that worry me, especially around the dinners with
        the mayor. People in town talk about the mayor’s relationship with
        certain groups, and there are rumors about his connections. I’m worried
        about the company’s reputation if any of this is true. Can you let me
        know how I could report concerns anonymously? I want to do the right
        thing but I’m not sure how to proceed.


        Thank you for your guidance.


        Best,

        Arturo


        --

        Arturo Sandoval

        Environmental Technician

        Destilería Agave Spirits
      - >-
        Subject: Coordinated Project Status Update and Next Steps

        Date: 2025-11-21T15:20:00

        From: Patricia Reeves

        Participants: Sarah Mitchell; Luis Fernando Chavez; Hector Vargas


        Body:

        Hello Team,


        I wanted to share an update on the ongoing Agave Expansion Project and
        highlight the need for closer coordination among our departments. We
        have made good progress on permitting and environmental assessments, but
        upcoming deadlines require tighter collaboration between Legal, Urban
        Development, and Environmental teams. Please review the attached
        timeline and confirm your department’s primary contact for weekly sync
        meetings. This coordination will ensure we address any regulatory,
        compliance, and technical issues in a timely manner.


        Let’s work together to keep momentum and avoid bottlenecks. If you have
        any concerns or require additional support, don’t hesitate to reach out.


        Best regards,

        Patricia Reeves

        Executive Assistant to CEO


        --

        Patricia Reeves

        Executive Assistant to the CEO

        Agave Spirits International
  - source_sentence: >-
      Which executives attended offsite dinners as part of audit review
      preparations?
    sentences:
      - >-
        Subject: Follow-Up Required: Discrepancies in Beneficiary Account for
        Wire Transfer

        Date: 2025-08-11T15:13:00

        From: James Cooper

        Participants: Maria Santos


        Body:

        Hi Maria,


        I'm following up regarding the recent wire transfer associated with the
        Tequila project. Our treasury review flagged that the beneficiary
        account currently listed does not match our records on file for this
        vendor. Before we can process the payment, we need additional
        documentation to verify the account details and ensure compliance with
        our internal controls. Could you please coordinate with the vendor to
        obtain a current bank confirmation letter and any supporting documents?


        Delays in providing this information may impact our timeline for
        releasing funds, so your prompt assistance would be appreciated. Please
        let me know if you require a template or further guidance for the needed
        documents.


        Best regards,

        James


        --

        James Cooper

        Treasury Manager

        Agave Spirits International
      - >-
        Subject: Revisión y aprobación de asientos contables – Solicitud de
        documentación adicional

        Date: 2025-12-01T17:18:00

        From: David Chen

        Participants: Maria Santos


        Body:

        Hola equipo,


        He revisado los asientos contables presentados para el cierre de este
        mes. Desde una perspectiva financiera, observo que varias de las
        descripciones de gastos carecen de detalles suficientes y no identifican
        claramente la naturaleza de los servicios o productos facturados. Los
        datos muestran discrepancias en tres partidas específicas que superan
        los límites habituales del presupuesto. Solicito que adjunten la
        documentación de respaldo correspondiente (facturas, contratos y
        autorizaciones internas) antes de proceder con la aprobación final. La
        transparencia es indispensable para cumplir con los estándares de
        auditoría y asegurar la integridad de los estados financieros.


        Agradezco su pronta respuesta con los documentos solicitados.


        Saludos,

        David Chen


        --

        David Chen

        Chief Financial Officer

        Agave Spirits International
      - >-
        Subject: Brand Positioning Adjustments for Q4 – Strategic
        Recommendations

        Date: 2025-10-28T12:13:00

        From: Kevin O'Brien

        Participants: Thomas Tom Bradford; Sarah Mitchell; Patricia Reeves


        Body:

        Hi Team,


        After reviewing our preliminary Q4 numbers, I'm seeing clear signs that
        our recent brand messaging updates are helping us claw back market
        share, especially in key North American regions. However, competitor
        promos are accelerating, which underscores the need to streamline our
        go-to-market approvals. Compliance is critical, but continual delays
        risk momentum just as we're gaining traction. Let’s sync on how we can
        balance both speed and adherence.


        Looking forward to discussing this further in our upcoming exec call.


        Best,

        Kevin


        --

        Kevin O'Brien

        VP Sales, North America

        Agave Spirits International
      - >-
        Subject: Re: Travel Arrangements for Audit Preparation – Schedule and
        Recommendations

        Date: 2025-08-25T17:50:00

        From: Carlos Delgado

        Participants: Elena Fuentes


        Body:

        Hi Elena,


        Thank you for organizing the travel and hotel arrangements so
        efficiently. Please book the 9:00 AM flight for me, as I prefer arriving
        earlier to allow some buffer before the meetings. Hotel Demetria sounds
        perfect, and I appreciate your discretion with the arrangements. For
        dinner at Hueso, please include Lic. Fernando Reyes and Ricardo Orozco,
        as their insights will be helpful during our discussions. The reserved
        audit review slots work well for my schedule.


        Let me know if you need any additional information from my end. Thanks
        again for taking care of the details.


        Best,

        Carlos
  - source_sentence: >-
      How does the company document legitimate business purposes for community
      sponsorships near government officials?
    sentences:
      - >-
        Subject: Inventory Discrepancy at Tequila Warehouse – Let's Resolve
        Together

        Date: 2025-08-08T17:18:00

        From: Carlos Delgado

        Participants: Roberto Garza


        Body:

        Estimado Roberto,


        I wanted to bring to your attention a small discrepancy we detected
        during our recent inventory review—nothing too alarming, just a
        difference of about 420 liters between documented and actual agave syrup
        stock. In Mexico, relationships matter, and our team always strives for
        full transparency. I’m confident these minor variances arise from
        day-to-day realities—sometimes a late-night delivery or a missed
        signature, ya sabes cómo es. Vamos resolviendo this as we always do, con
        confianza y buena comunicación. I propose we review circulation logs
        together and have Miguel cross-check supplier dispatch notes; perhaps
        even a cafecito with the warehouse crew to foster understanding. This is
        how business is done here—working closely with people, not just
        paperwork.


        Let’s coordinate a time to meet and sort through this. My priority is
        ensuring everything reflects well on the team, and making sure our
        processes stay robust without unnecessary noise.


        Saludos cordiales,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
      - >-
        Subject: Consulta sobre cálculo de IVA para reporte trimestral

        Date: 2025-09-16T17:56:00

        From: Carlos Delgado

        Participants: Maria Santos


        Body:

        Hola Maria,


        Thank you so much for raising your thoughtful question about the VAT
        calculation for our upcoming quarterly report. As you know, aquí en
        México las relaciones y las costumbres locales son muy importantes —
        this is how business is done here. I want to ensure that our approach is
        fully compliant with both SAT expectations and the nuances that have
        always guided our accounting practices. I also know you and your equipo
        have been handling these issues with exceptional care, and I trust your
        judgment. However, given the recent changes in local tax policy, perhaps
        we should convene—maybe just a small dinner with our usual advisors—to
        review our criteria and confirm we’re aligned with both corporate and
        local standards. It’s always best to be proactive, y sabes que estoy
        aquí para apoyar a mi equipo en todo.


        Let me know if you’d like me to make some calls to gather additional
        perspective or if you want to move forward with a specific advisor you
        have in mind. Your diligence benefits all of us.


        Saludos cordiales,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
      - >-
        Subject: Request for Guidance: Proposed Sponsorship of Local School
        Initiative

        Date: 2025-09-05T08:37:00

        From: Amanda Foster

        Participants: Sarah Mitchell


        Body:

        Hi Sarah,


        I wanted to bring to your attention a request we received regarding
        sponsorship of a local school initiative in Tequila. While supporting
        education aligns with our corporate values and could offer positive
        community engagement, I am keenly aware that any sponsorship in this
        context may pose FCPA and compliance considerations. Have we fully
        documented the legitimate business purpose and assessed potential
        perception risks? Before proceeding, I recommend we secure all required
        pre-approvals and ensure our due diligence process is robust.


        Please advise on next steps and any internal protocols we should follow
        to avoid unintended compliance issues.


        Best regards,

        Amanda
      - >-
        Subject: Inventory Discrepancy at Tequila Warehouse – Let's Resolve
        Together

        Date: 2025-08-08T17:18:00

        From: Carlos Delgado

        Participants: Roberto Garza


        Body:

        Estimado Roberto,


        I wanted to bring to your attention a small discrepancy we detected
        during our recent inventory review—nothing too alarming, just a
        difference of about 420 liters between documented and actual agave syrup
        stock. In Mexico, relationships matter, and our team always strives for
        full transparency. I’m confident these minor variances arise from
        day-to-day realities—sometimes a late-night delivery or a missed
        signature, ya sabes cómo es. Vamos resolviendo this as we always do, con
        confianza y buena comunicación. I propose we review circulation logs
        together and have Miguel cross-check supplier dispatch notes; perhaps
        even a cafecito with the warehouse crew to foster understanding. This is
        how business is done here—working closely with people, not just
        paperwork.


        Let’s coordinate a time to meet and sort through this. My priority is
        ensuring everything reflects well on the team, and making sure our
        processes stay robust without unnecessary noise.


        Saludos cordiales,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
  - source_sentence: >-
      Private event planning involving leadership and potential beneficiaries
      such as mayors or their family members
    sentences:
      - >-
        Subject: Re: Reserva de cena especial en La Tequila para 6 personas –
        viernes de enero

        Date: 2025-10-29T21:56:00

        From: Elena Fuentes

        Participants: Ricardo Mendez


        Body:

        Hola Ricardo,


        Por indicación de Carlos, he gestionado la reservación para seis
        personas el viernes por la noche en La Tequila. El salón privado está
        confirmado y el menú seleccionado incluye opciones gourmet y una amplia
        variedad de tequilas premium. El costo estimado es de 3,500 MXN por
        persona. ¿Prefieres que cargue el pago a la tarjeta corporativa o
        seguimos con el proveedor habitual para la facturación? Adicionalmente,
        tengo presente que la Sra. Sofía Reyes tiene restricciones alimenticias;
        ya informé al chef para que lo tomen en cuenta y todo esté a la altura
        de lo esperado. Te confirmo los detalles finales apenas reciba la última
        actualización del restaurante.


        Quedo atenta a tus indicaciones.


        Saludos,

        Elena
      - >-
        Subject: Re: Consulta sobre Clasificación Arancelaria – Necesitamos
        Perspectivas Claras

        Date: 2025-11-05T16:14:00

        From: Maria Santos

        Participants: Carlos Delgado


        Body:

        Hola Carlos,


        Gracias por tu mensaje y por tu apoyo constante al equipo. Estoy de
        acuerdo en que las relaciones locales son clave para avanzar en estos
        temas. Estoy preparando un resumen detallado con los argumentos
        presentados y los puntos donde hemos encontrado resistencia con los
        agentes aduanales. Por ahora, mi impresión es que podríamos agotar
        primero la vía informal con una reunión o cena discreta, aunque sí
        sugiero tener a nuestros asesores externos listos por si el tema escala
        o si surgen dudas legales específicas. Te lo envío antes del jueves para
        que lo revises y podamos decidir juntos el mejor camino a seguir.


        Quedo pendiente y agradezco tus comentarios.


        Saludos,

        Maria
      - >-
        Subject: Re: Re: Committee Participation in Tequila Industry
        Associations

        Date: 2025-08-19T16:26:00

        From: Thomas Bradford

        Participants: Alejandro Reyes Gutierrez


        Body:

        Dear Alejandro,


        I hope this message finds you well. I am reaching out to discuss Agave
        Spirits International’s continued participation in the various
        committees associated with the tequila industry, particularly those
        focused on sustainable production and environmental impact. We believe
        strong collaboration between the municipality and industry is critical
        for addressing pressing issues and ensuring compliance with evolving
        regulations. I am interested in hearing your views on how we can further
        contribute to these committees and strengthen our coordination with
        local authorities and stakeholders. Please let me know your availability
        for a meeting to discuss these initiatives in detail.


        Thank you for your attention, and I look forward to your response.


        Best regards,

        Tom
      - >-
        Subject: Upcoming Trade Group Meeting: Tequila Industry Associations

        Date: 2025-10-27T06:42:00

        From: Thomas Tom Bradford

        Participants: Sarah Mitchell; Patricia Reeves; Alejandro Reyes
        Gutierrez; Luis Fernando Chavez; Hector Vargas


        Body:

        Dear Colleagues,


        I wanted to inform you that the next meeting of the main tequila
        industry trade group is scheduled for next Thursday at 10:00 AM at the
        Consejo Regulador del Tequila headquarters. The agenda will focus on
        upcoming regulatory proposals, sustainability initiatives, and recent
        market trends, including discussion of changes proposed by local and
        international stakeholders. Your participation is strongly encouraged,
        as we will be developing industry-wide positions on several key issues.
        Please confirm your availability, and feel free to propose any
        additional topics for the agenda in advance.


        Best regards,

        Thomas "Tom" Bradford

        CEO, Agave Spirits International


        --

        Thomas Bradford

        Chief Executive Officer

        Agave Spirits International

        Dallas, TX
  - source_sentence: >-
      Which employees discussed circumventing compliance protocols to secure
      government approvals?
    sentences:
      - >-
        Subject: PRIVILEGED AND CONFIDENTIAL - ATTORNEY-CLIENT COMMUNICATION -
        Mexico Operations Concern

        Date: 2025-09-17T08:05:00

        From: Jennifer Walsh

        Participants: Sarah Mitchell


        Body:

        Hi Sarah,


        For the record, I am forwarding a summary of a serious anonymous
        complaint received via our ethics hotline regarding our Mexico
        operations. The report alleges that the EHS Manager (Ricardo Mendez)
        hosted multiple dinners with a local government official, provided
        gifts, and facilitated payments through fake invoices. There are further
        red flags: the Country Manager (Carlos Delgado) is alleged to have been
        aware, and there are mentions of organized crime involvement. These
        allegations, if substantiated, raise significant FCPA exposure.


        I strongly recommend we immediately engage outside counsel with FCPA
        expertise to lead an independent investigation. We must document
        everything, preserve all potentially relevant documents and
        communications, and strictly limit knowledge of this matter to essential
        personnel only. Please confirm next steps and advise on initial outreach
        to external counsel. Are there any additional protocols you want
        implemented at this stage?


        Best regards,

        Jennifer


        --

        Jennifer Walsh

        Vice President, Global Compliance & Ethics

        Agave Spirits International

        CONFIDENTIAL - Attorney Work Product
      - >-
        Subject: Re: Request for Special Pricing Exception – Key Distributor
        Opportunity (Q4 Impact)

        Date: 2025-09-15T16:23:00

        From: Thomas Bradford

        Participants: Kevin O'Brien


        Body:

        Hi Kevin,


        Thank you for flagging this opportunity and providing context regarding
        the potential impact on our Q4 numbers. I agree that winning this
        distributor could be a game-changer, but we need to ensure any pricing
        exception aligns with our compliance framework and avoids unintended
        precedents. Sarah, could you please review the specifics from a
        legal/compliance standpoint and advise on any restrictions or additional
        documentation required? Assuming there are no major obstacles, I'm
        supportive of proceeding with a tailored discount to secure the account.


        Let’s coordinate a quick call Monday to finalize.


        Best,

        Tom
      - >-
        Subject: Road Access Update – Impact on Distillery Operations

        Date: 2025-08-27T12:31:00

        From: Carlos Delgado

        Participants: Thomas Bradford; Patricia Reeves; Roberto Garza


        Body:

        Estimados colegas,


        I hope this message finds you well. I want to bring to your attention
        the current conditions of the main access road to our Tequila
        distillery. We've recently experienced increased delays due to potholes
        and minor landslides, particularly after last week's storms. Nuestro
        equipo de logística is doing their best, but these challenges are
        beginning to affect deliveries and staff commutes.


        As you know, in Mexico, relationships matter, and we have maintained
        ongoing conversations with Municipio officials. This is how business is
        done here – through dialogue and understanding. Mi equipo and I will
        continue nurturing these connections, perhaps with just a small cena to
        discuss solutions informally, as is our local custom. Please rest
        assured, I am advocating strongly for our people and operations.


        If you have any questions or would like to discuss further actions, let
        me know. I appreciate your trust in managing these local matters the
        'right way'.


        Un abrazo,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
      - >-
        Subject: Re: Urgent: Water Permit Renewal Delay Threatening Production
        Levels

        Date: 2025-08-25T15:02:00

        From: Carlos Delgado

        Participants: Roberto Garza


        Body:

        Hola Roberto,


        Thank you for raising your concerns. I completely understand the
        pressure this delay puts on the plant, but I want to reassure you that
        Rick has the situation well in hand. We’ve been investing a lot in our
        relationship with the local authorities—In Mexico, relationships matter,
        ya sabes. The mayor has been very receptive to our efforts, and we’ve
        had several productive meetings (and just a small dinner or two) with
        municipal leadership. This is how business is done here; these things
        take relationship building, and I’m confident we’ll have good news soon.
        Por favor, don’t worry—déjalo en nuestras manos. I’ll keep you posted as
        soon as I hear anything definitive.


        Un abrazo,

        Carlos
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cosine_accuracy@1
  - cosine_accuracy@3
  - cosine_accuracy@5
  - cosine_accuracy@10
  - cosine_precision@1
  - cosine_precision@3
  - cosine_precision@5
  - cosine_precision@10
  - cosine_recall@1
  - cosine_recall@3
  - cosine_recall@5
  - cosine_recall@10
  - cosine_ndcg@10
  - cosine_mrr@10
  - cosine_map@100
model-index:
  - name: SentenceTransformer based on Qwen/Qwen3-Embedding-0.6B
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: val full corpus
          type: val_full_corpus
        metrics:
          - type: cosine_accuracy@1
            value: 0.27076923076923076
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.5046153846153846
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.5815384615384616
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.676923076923077
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.27076923076923076
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.16820512820512823
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.11630769230769229
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.06769230769230769
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.27076923076923076
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.5046153846153846
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.5815384615384616
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.676923076923077
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.4684036352190012
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.4022136752136752
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.4138601344933103
            name: Cosine Map@100

SentenceTransformer based on Qwen/Qwen3-Embedding-0.6B

This is a sentence-transformers model finetuned from Qwen/Qwen3-Embedding-0.6B. It maps sentences & paragraphs to a 1024-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: Qwen/Qwen3-Embedding-0.6B
Maximum Sequence Length: 32768 tokens
Output Dimensionality: 1024 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': 32768, 'do_lower_case': False, 'architecture': 'Qwen3Model'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': True, 'include_prompt': True})
  (2): Normalize()
)

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("sentence_transformers_model_id")
# Run inference
queries = [
    "Which employees discussed circumventing compliance protocols to secure government approvals?",
]
documents = [
    'Subject: PRIVILEGED AND CONFIDENTIAL - ATTORNEY-CLIENT COMMUNICATION - Mexico Operations Concern\nDate: 2025-09-17T08:05:00\nFrom: Jennifer Walsh\nParticipants: Sarah Mitchell\n\nBody:\nHi Sarah,\n\nFor the record, I am forwarding a summary of a serious anonymous complaint received via our ethics hotline regarding our Mexico operations. The report alleges that the EHS Manager (Ricardo Mendez) hosted multiple dinners with a local government official, provided gifts, and facilitated payments through fake invoices. There are further red flags: the Country Manager (Carlos Delgado) is alleged to have been aware, and there are mentions of organized crime involvement. These allegations, if substantiated, raise significant FCPA exposure.\n\nI strongly recommend we immediately engage outside counsel with FCPA expertise to lead an independent investigation. We must document everything, preserve all potentially relevant documents and communications, and strictly limit knowledge of this matter to essential personnel only. Please confirm next steps and advise on initial outreach to external counsel. Are there any additional protocols you want implemented at this stage?\n\nBest regards,\nJennifer\n\n--\nJennifer Walsh\nVice President, Global Compliance & Ethics\nAgave Spirits International\nCONFIDENTIAL - Attorney Work Product',
    "Subject: Re: Request for Special Pricing Exception – Key Distributor Opportunity (Q4 Impact)\nDate: 2025-09-15T16:23:00\nFrom: Thomas Bradford\nParticipants: Kevin O'Brien\n\nBody:\nHi Kevin,\n\nThank you for flagging this opportunity and providing context regarding the potential impact on our Q4 numbers. I agree that winning this distributor could be a game-changer, but we need to ensure any pricing exception aligns with our compliance framework and avoids unintended precedents. Sarah, could you please review the specifics from a legal/compliance standpoint and advise on any restrictions or additional documentation required? Assuming there are no major obstacles, I'm supportive of proceeding with a tailored discount to secure the account.\n\nLet’s coordinate a quick call Monday to finalize.\n\nBest,\nTom",
    'Subject: Re: Urgent: Water Permit Renewal Delay Threatening Production Levels\nDate: 2025-08-25T15:02:00\nFrom: Carlos Delgado\nParticipants: Roberto Garza\n\nBody:\nHola Roberto,\n\nThank you for raising your concerns. I completely understand the pressure this delay puts on the plant, but I want to reassure you that Rick has the situation well in hand. We’ve been investing a lot in our relationship with the local authorities—In Mexico, relationships matter, ya sabes. The mayor has been very receptive to our efforts, and we’ve had several productive meetings (and just a small dinner or two) with municipal leadership. This is how business is done here; these things take relationship building, and I’m confident we’ll have good news soon. Por favor, don’t worry—déjalo en nuestras manos. I’ll keep you posted as soon as I hear anything definitive.\n\nUn abrazo,\nCarlos',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 1024] [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[ 0.3281, -0.1060,  0.0874]], dtype=torch.bfloat16)

Evaluation

Metrics

Information Retrieval

Dataset: val_full_corpus
Evaluated with InformationRetrievalEvaluator

Metric	Value
cosine_accuracy@1	0.2708
cosine_accuracy@3	0.5046
cosine_accuracy@5	0.5815
cosine_accuracy@10	0.6769
cosine_precision@1	0.2708
cosine_precision@3	0.1682
cosine_precision@5	0.1163
cosine_precision@10	0.0677
cosine_recall@1	0.2708
cosine_recall@3	0.5046
cosine_recall@5	0.5815
cosine_recall@10	0.6769
cosine_ndcg@10	0.4684
cosine_mrr@10	0.4022
cosine_map@100	0.4139

Training Details

Training Dataset

Unnamed Dataset

Size: 1,548 training samples
Columns: sentence_0, sentence_1, sentence_2, sentence_3, and sentence_4

Approximate statistics based on the first 1000 samples:

	sentence_0	sentence_1	sentence_2	sentence_3	sentence_4
type	string	string	string	string	string
details	min: 7 tokens mean: 13.67 tokens max: 27 tokens	min: 129 tokens mean: 226.59 tokens max: 511 tokens	min: 129 tokens mean: 218.17 tokens max: 511 tokens	min: 129 tokens mean: 216.09 tokens max: 511 tokens	min: 129 tokens mean: 218.05 tokens max: 511 tokens

Samples:

sentence_0	sentence_1	sentence_2	sentence_3	sentence_4
`Internal communications regarding upcoming tequila industry regulations`	Subject: Upcoming Regulatory Comment Period: Tequila Industry Associations Date: 2025-12-08T07:41:00 From: Sarah Mitchell Participants: Thomas Bradford; Patricia Reeves Body: Dear Colleagues, I wanted to bring to your attention the forthcoming public comment period for the draft regulations being proposed for tequila industry associations. This is a critical opportunity for industry stakeholders to present their perspectives and ensure that the final framework reflects operational realities and best practices. I encourage all relevant departments to review the proposal closely and prepare any formal comments or suggestions to submit before the deadline. Please coordinate internally to consolidate feedback and let me know if you require any support or clarification regarding the submission process. Thank you and best regards, Sarah Mitchell General Counsel	Subject: Request for Approval: Maintenance Budget Variance – Q2 Date: 2026-01-26T10:51:00 From: David Chen Participants: Maria Santos Body: Hi Maria, Following a detailed review of our Q2 maintenance expenditures, the data shows that actual costs exceeded the initial budget by 18%. The variance stems primarily from unanticipated repairs to the distillation equipment and supply chain delays that increased third-party maintenance fees. From a financial perspective, I require a full breakdown of each line item, accompanying invoices, and a variance analysis compared to the original budget. Vague descriptors such as 'misc. repairs' are not sufficient for approval—please provide supporting documentation and justifications for each overage. Once I have this detail, I will evaluate the request accordingly. Thanks, David	Subject: Request for Travel Budget Exception: Supplier Audit in Guadalajara Date: 2025-10-13T18:03:00 From: Miguel Torres Participants: Maria Santos Body: Hi Maria, I am writing to request a travel budget exception for our upcoming supplier audit in Guadalajara. The current accounts do not cover the additional airfare and lodging costs, which are $1,830 MXN and $3,200 MXN respectively, as vendor rates have increased by 15% since last quarter. The data shows this audit is required to maintain ISO compliance and mitigate supply chain risks. Please advise what documentation you require to process this exception. I have attached initial quotes and the audit schedule for your review. Thank you for your prompt attention to this matter. Best regards, Miguel -- Miguel Torres Procurement Manager ASI Mexico	Subject: Campaña en redes sociales: control del mensaje y estrategia proactiva Date: 2025-11-10T08:50:00 From: Daniel Wright Participants: Tom Bradford; Patricia Reeves Body: Estimados, Quisiera poner sobre la mesa la importancia de definir una narrativa clara y cohesiva antes de lanzar cualquier contenido de nuestra próxima campaña en redes sociales. Me preocupa cómo pueden interpretarse ciertos mensajes externos, especialmente en el actual clima mediático. Debemos asegurarnos de que cada publicación refuerce la reputación ética y la transparencia de Agave Spirits International. Sugiero que revisemos juntos el calendario de publicaciones y los mensajes clave antes de su difusión para anticipar posibles titulares en la prensa y evitar interpretaciones adversas. Quedo atento a sus comentarios para coordinar una reunión esta semana. Saludos cordiales, Daniel Wright -- Daniel Wright Director, Corporate Communications Agave Spirits International
`How did managers justify onboarding shell or lightly documented consulting firms?`	Subject: Re: New Vendor Setup - Consultoria Verde de Jalisco (Urgent) Date: 2025-12-22T09:26:00 From: Carlos Delgado Participants: Michelle Santos; Ricardo Mendez Body: Hola Michelle, Rick is right—this is a top priority for our Mexico operations and we need Consultoria Verde de Jalisco operational immediately. I’ve personally reviewed the engagement: it’s just straightforward EHS consulting, nothing more. Please process their setup under the standard track and we’ll deliver any remaining documentation early next week. En México, las relaciones importan y así se mueve el negocio—if we wait, we risk operational disruption. I appreciate your attention to compliance, but sometimes local realities require us to act with agility. Let me know if you need anything else from my side, but for now, I ask you to move forward as requested. Gracias por tu apoyo y comprensión. Saludos, Carlos	Subject: PRIVILEGED AND CONFIDENTIAL - ATTORNEY-CLIENT COMMUNICATION - Mexico Operations Concern Date: 2025-09-17T08:05:00 From: Jennifer Walsh Participants: Sarah Mitchell Body: Hi Sarah, For the record, I am forwarding a summary of a serious anonymous complaint received via our ethics hotline regarding our Mexico operations. The report alleges that the EHS Manager (Ricardo Mendez) hosted multiple dinners with a local government official, provided gifts, and facilitated payments through fake invoices. There are further red flags: the Country Manager (Carlos Delgado) is alleged to have been aware, and there are mentions of organized crime involvement. These allegations, if substantiated, raise significant FCPA exposure. I strongly recommend we immediately engage outside counsel with FCPA expertise to lead an independent investigation. We must document everything, preserve all potentially relevant documents and communications, and strictly limit knowledge of this matter to essential ...	Subject: Campaña en redes sociales: control del mensaje y estrategia proactiva Date: 2025-11-10T08:50:00 From: Daniel Wright Participants: Tom Bradford; Patricia Reeves Body: Estimados, Quisiera poner sobre la mesa la importancia de definir una narrativa clara y cohesiva antes de lanzar cualquier contenido de nuestra próxima campaña en redes sociales. Me preocupa cómo pueden interpretarse ciertos mensajes externos, especialmente en el actual clima mediático. Debemos asegurarnos de que cada publicación refuerce la reputación ética y la transparencia de Agave Spirits International. Sugiero que revisemos juntos el calendario de publicaciones y los mensajes clave antes de su difusión para anticipar posibles titulares en la prensa y evitar interpretaciones adversas. Quedo atento a sus comentarios para coordinar una reunión esta semana. Saludos cordiales, Daniel Wright -- Daniel Wright Director, Corporate Communications Agave Spirits International	Subject: Upcoming Regulatory Comment Period: Tequila Industry Associations Date: 2025-12-08T07:41:00 From: Sarah Mitchell Participants: Thomas Bradford; Patricia Reeves Body: Dear Colleagues, I wanted to bring to your attention the forthcoming public comment period for the draft regulations being proposed for tequila industry associations. This is a critical opportunity for industry stakeholders to present their perspectives and ensure that the final framework reflects operational realities and best practices. I encourage all relevant departments to review the proposal closely and prepare any formal comments or suggestions to submit before the deadline. Please coordinate internally to consolidate feedback and let me know if you require any support or clarification regarding the submission process. Thank you and best regards, Sarah Mitchell General Counsel
`What internal controls are in place for reviewing beneficiary account changes before processing payments?`	Subject: Re: Urgent: Discrepancy in Beneficiary Account Information for Broker Payment Date: 2025-10-22T20:38:00 From: Maria Santos Participants: James Cooper Body: Hi James, Thank you for catching this and bringing it to my attention. I've already reached out to the broker requesting the latest official documentation confirming their beneficiary account details. As soon as I receive the required paperwork, I will forward it to you for review. If you have a preferred template or checklist you'd like the broker to use, please send it along, and I'll make sure it's followed to the letter. My priority is to ensure compliance and avoid any delays in the payment process. Appreciate your vigilance on this, Maria	Subject: Trade Association Political Activity Disclosure and Government Engagement Compliance Date: 2025-10-13T08:19:00 From: Amanda Foster Participants: Sarah Mitchell Body: Hi Sarah, I wanted to touch base regarding our upcoming trade association political activity disclosures and ensure we remain fully compliant with both US (e.g., LDA, FARA) and Mexican (Transparencia y Acceso a la Información Pública) regulations. As you know, all ASI government interactions are run through our pre-clearance process, including detailed documentation of business purposes and regulatory filings. Routine reporting—such as our semi-annual LDA filings in the US and quarterly submissions to Mexican authorities—reflects only legitimate, transparent engagement, all pre-approved in writing and logged for audit purposes. This diligence is especially critical given recent events involving unofficial channels. Let me know if you need any further documentation from Government Relations for the upcoming comp...	Subject: RE: Request for Departmental Budget Inputs – FY2025 Planning Date: 2025-08-12T15:38:00 From: Carlos Delgado Participants: Maria Santos Body: Dear Maria, Thank you for your detailed instructions on the budget process. Attached you will find our department’s completed budget template for FY2025, with all supporting documentation as requested. We have taken special care to ensure that each line item is accompanied by clear justifications. As siempre, I want to highlight that in Mexico, relationships matter—a veces eso means a small dinner with community leaders or a modest contribution to local fiestas (you'll see these reflected under 'Community & Stakeholder Engagement'). This is how business is done here; these are key to maintaining our strong ties and smooth operational flow. Please note, we have pending invoices for environmental consulting that will be forwarded next week. If there are any doubts or further documentation needed, let me know and our team will resolve the...	Subject: Revisión de posicionamiento de marca y objetivos de Q4 Date: 2025-10-13T15:16:00 From: Kevin O'Brien Participants: Thomas Tom Bradford; Sarah Mitchell; Patricia Reeves Body: Estimado equipo ejecutivo, Quisiera destacar que, mientras nos acercamos al cierre de Q4, hemos observado cambios importantes en el posicionamiento de nuestra marca dentro del mercado norteamericano. Nuestros números preliminares de ventas indican una mejora notable en la cuota de mercado, especialmente en canales premium y distribución independiente. Sin embargo, la competencia está reaccionando agresivamente, lo que implica un ajuste ágil de nuestras estrategias de precio y visibilidad en el punto de venta. Si bien entiendo la importancia de los procesos de compliance, me preocupa que algunas revisiones internas estén ralentizando cierres claves justo en temporada alta. Sugiero que exploremos vías para agilizar la aprobación de nuevos contratos sin perder el control ni la transparencia requerida. Agra...

Loss: main.DPOLoss

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 6
per_device_eval_batch_size: 6
multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

do_predict: False
eval_strategy: no
prediction_loss_only: True
per_device_train_batch_size: 6
per_device_eval_batch_size: 6
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1
num_train_epochs: 3
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: None
warmup_ratio: None
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
enable_jit_checkpoint: False
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
use_cpu: False
seed: 42
data_seed: None
bf16: False
fp16: False
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: -1
ddp_backend: None
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
parallelism_config: None
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
group_by_length: False
length_column_name: length
project: huggingface
trackio_space_id: trackio
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
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_for_metrics: []
eval_do_concat_batches: True
auto_find_batch_size: False
full_determinism: False
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_num_input_tokens_seen: no
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: True
use_cache: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	val_full_corpus_cosine_ndcg@10
1.0	258	0.4684

Framework Versions

Python: 3.12.12
Sentence Transformers: 5.2.3
Transformers: 5.0.0
PyTorch: 2.10.0+cu128
Accelerate: 1.13.0
Datasets: 4.0.0
Tokenizers: 0.22.2

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",
}