README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:816
  - loss:MultipleNegativesRankingLoss
base_model: Qwen/Qwen3-Embedding-0.6B
widget:
  - source_sentence: >-
      Search for evidence of regulators requesting clarification on barrel aging
      logs for NOM-006-SCFI-2012 certification for batches 3124-A and 3125-B.
    sentences:
      - >-
        Subject: Exciting News: New Distribution Agreement Expands Our North
        American Reach

        Date: 2025-08-06T16:41:00

        From: Thomas Tom Bradford

        Participants: Sarah Mitchell; Kevin O'Brien; Patricia Reeves


        Body:

        Dear Executive Team,


        I am pleased to announce that Agave Spirits International has finalized
        a new distribution agreement with Pacific Spirits Group, targeting the
        U.S. West Coast and Canadian markets. This partnership is expected to
        increase our premium product presence by at least 35% over the next
        fiscal year, with flagship brands such as Tequila Oro and Sierra Azul
        leading the portfolio. This strategic move positions us for accelerated
        growth and strengthens our competitive advantage in crucial markets.


        I will share further details during our leadership call next week. In
        the meantime, please begin preparing your teams to support the
        anticipated rollout in Q3. Your collaboration is vital to ensuring a
        successful launch.


        Thank you for your continued commitment and leadership.


        Best regards,

        Tom
      - >-
        Subject: Re: Inventory Discrepancy at Tequila Distillery – Proposal to
        Resolve

        Date: 2025-11-21T10:30:00

        From: Roberto Garza

        Participants: Carlos Delgado


        Body:

        Hola Carlos,


        Thank you for flagging this and for approaching it thoughtfully. I
        completely agree that a recount with Pedro’s team is the right
        step—showing transparency is key. Mañana at 10am works for me. Before we
        meet, could you or Pedro please pull the detailed transfer logs from the
        last quarter? Having those on hand will help clarify if this is a timing
        or recording issue. As you said, it’s likely just a minor oversight, but
        it's best we review all angles.


        Looking forward to resolving this together with cafecito—appreciate the
        care you both put into these matters.


        Saludos,

        Roberto
      - >-
        Subject: Quality Certification Requirements for Recent Batches –
        Clarification Needed

        Date: 2025-12-01T06:07:00

        From: Carlos Delgado

        Participants: Roberto Garza


        Body:

        Hola Roberto,


        Hope you're having a good afternoon. I wanted to touch base regarding
        the NOM-006-SCFI-2012 certification process for our most recent lots
        (especially Batch 3124-A and 3125-B). While the initial chromatographic
        analyses were within threshold, there were minor variances in the ester
        content and methanol limits. Nothing fuera de lo común, pero los
        reguladores have requested clarification on our barrel aging logs for
        these particular batches. You know, in Mexico, relationships matter, and
        sometimes a simple phone call or una pequeña cena can resolve these
        technicalities. This is how business is done here, and I’m confident our
        local practices meet the spirit and letter of the regulations.


        Let’s ensure the technical team keeps detailed test result documentation
        (including los controles de temperatura y humedad en la bodega). If you
        need my support defending our methodology, I’m happy to take the
        lead—nuestro equipo es lo más importante. Please advise if you need me
        to coordinate with external auditors or if a site visit would be
        beneficial.


        Un abrazo,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
  - source_sentence: >-
      Find the Team Lunch expense report dated June 14, 2024 with attendee
      details and business purpose, including the itemized factura and
      supporting receipts.
    sentences:
      - >-
        Subject: Re: Expense Report Submission: Team Lunch – June 14th, 2024

        Date: 2025-12-19T13:33:00

        From: Maria Santos

        Participants: Ana Lucia Vega


        Body:

        Hello Ana Lucia,


        Thank you for your timely submission of the expense report and for
        providing both the itemized factura and supporting receipts. I have
        reviewed the documentation, and everything appears to be in order for
        processing. Please remember that, as per policy, any future expense
        reports should continue to include full details on attendees and
        business purpose, which you have done correctly here. I will proceed to
        send this for approval and notify you if any further information is
        required.


        Best regards,

        Maria
      - >-
        Subject: Re: Cork Vendor Evaluation and Procurement Considerations

        Date: 2025-08-12T09:26:00

        From: Roberto Garza

        Participants: Pedro Villanueva


        Body:

        Hi Pedro,


        Thanks for putting together the comparison and highlighting the delivery
        timeline differences. I agree that consistent supply is crucial,
        especially with permit uncertainty looming. Please move forward with
        ProCork SA, but ensure we document service guarantees and any penalties
        for late delivery in the contract. Also, confirm there are no recent
        supply chain disruptions on their end.


        Let me know if you encounter any issues during negotiations.


        Best,

        Roberto
      - >-
        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
  - source_sentence: >-
      ¿Se utilizará la tarjeta corporativa para la cena con el municipio (seis
      comensales)?
    sentences:
      - >-
        Subject: Re: Reservación especial en La Tequila para cena con el
        municipio

        Date: 2025-09-11T12:29:00

        From: Elena Fuentes

        Participants: Ricardo Mendez


        Body:

        Hola Ricardo,


        La reservación para seis personas está confirmada en el salón privado de
        Hueso para el viernes solicitado. El costo aproximado es de 3,500 MXN
        por persona. ¿Prefieres que cubra el pago con la tarjeta corporativa o
        gestiono la facturación con el proveedor habitual? El restaurante está
        al tanto de todos los detalles, incluyendo las restricciones
        alimentarias de la Sra. Sofia Reyes, y nos apoyarán con un menú especial
        y un brindis de bienvenida.


        Te mantengo informando cualquier ajuste adicional que propongan y
        confirmo los detalles finales en cuanto los tenga.


        Saludos,

        Elena
      - >-
        Subject: Planning for the Annual Distributor Conference – Maximizing Q4
        Impact

        Date: 2025-12-03T16:29:00

        From: Kevin O'Brien

        Participants: Daniel Wright; Patricia Reeves; Sarah Mitchell


        Body:

        Hi Team,


        As we move into the final stretch of the year, I want to discuss our
        participation and objectives for the upcoming Distributor Conference.
        This event is critical for driving Q4 numbers and reinforcing our market
        share, especially as our competitors ramp up their own outreach. My
        recommendation is that we prioritize high-value partner meetings and
        fast-track any compliance reviews that might hold up potential deals.
        Let's ensure our competitive positioning is front and center throughout
        the conference. Please come prepared with actionable strategies and an
        update on how we can expedite pipeline conversions without unnecessary
        delay.


        Looking forward to everyone's input so we can hit the ground running and
        close the year strong.


        Best,

        Kevin
      - >-
        Subject: Reminder: Performance Review Deadlines and Upcoming Calibration
        Meetings

        Date: 2025-08-29T16:46:00

        From: Elena Fuentes

        Participants: Patricia Reeves


        Body:

        Hello Managers,


        Carlos asked me to remind you that the deadline for submitting team
        performance reviews is next Friday, June 14. Please use the forms
        circulated last week and ensure they are returned to HR by noon on the
        deadline. Calibration meetings are scheduled for June 17 and 18.
        Invitations were sent separately—let me know if you did not receive
        yours. Contact me if you need replacement forms or have questions about
        the process.


        Thank you,

        Elena


        --

        Elena Fuentes

        Executive Assistant

        ASI Mexico
  - source_sentence: >-
      What is the attendance confirmation deadline by Tuesday for the retirement
      farewell dinner for José Morales at Casa Agave?
    sentences:
      - >-
        Subject: Regulatory Fee Payment – Strategic Approach

        Date: 2025-09-15T08:35:00

        From: Carlos Delgado

        Participants: Maria Santos


        Body:

        Hola Maria,


        I hope this message finds you well. Regarding the upcoming regulatory
        fee payment, I want to remind you that in Mexico, relationships matter
        as much as paperwork. These cuotas are not just formalities; they
        reflect our respect for the local authorities, and a small gesture—a
        coffee, una cenita sencilla—can go a long way to help facilitate
        smoother approvals. This is how business is done here, and I always
        defend our approach. Please coordinate with our tax advisors so
        everything is handled with full transparency, but also with the personal
        touch that sets us apart.


        Let me know if you need support with any introductions or if questions
        arise—protecting our equipo comes first.


        Saludos,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
      - >-
        Subject: Inquiry Regarding Vendor Onboarding: Consultoria Verde de
        Jalisco

        Date: 2025-08-13T11:27:00

        From: Jennifer Walsh

        Participants: Miguel Torres


        Body:

        Hi Miguel,


        I am conducting a review of our vendor onboarding process as it pertains
        to Consultoria Verde de Jalisco. For the record, I need to confirm
        several specific details to ensure full compliance with ASI’s
        Third-Party Due Diligence Policy. Please provide documentation or direct
        responses to the following:


        1. Was a background check conducted on Consultoria Verde de Jalisco
        prior to onboarding? If so, please forward the results or indicate where
        they are archived.

        2. Do we have up-to-date beneficial ownership documentation for this
        vendor? If yes, please attach or specify the location of these records.

        3. Who provided final approval for onboarding this vendor? Please
        include the name, title, and date of approval.

        4. Was the standard third-party due diligence questionnaire completed in
        full? If so, please provide a copy for our files.


        As you are aware, all vendors providing government-related services
        require enhanced screening, and it is critical that we document
        everything to mitigate potential red flags. Please respond by close of
        business this Friday so we may ensure our files are complete and in
        accordance with policy.


        Thank you for your prompt attention to this matter.


        Regards,

        Jennifer


        --

        Jennifer Walsh

        Vice President, Global Compliance & Ethics

        Agave Spirits International

        CONFIDENTIAL - Attorney Work Product
      - >-
        Subject: Announcement: Retirement Farewell Dinner for José Morales

        Date: 2025-09-08T18:17:00

        From: Carlos Delgado

        Participants: Elena Fuentes; Team Mexico Office


        Body:

        Dear team,


        It is both with pride and a touch of nostalgia that I announce that our
        esteemed colleague, José Morales, will be retiring at the end of this
        month after more than 25 years of dedicated service. En México,
        relationships matter—y por eso, we are organizing just a small dinner,
        una cenita sencilla, to celebrate his remarkable career and to say
        ‘gracias’ for his invaluable contributions.


        Please join us on Thursday, 7:00 PM at Casa Agave. It will be an
        opportunity to honor José’s legacy, share stories, and reinforce what we
        do best—support one another. In this business, así se hacen las cosas:
        juntos, con corazón. Your presence would mean a lot to José and to our
        team.


        Por favor, confirm your attendance by Tuesday so we can finalize
        everything. Any questions, let me know—my door is always open for my
        equipo.


        Warm regards,

        Carlos


        --

        Carlos Delgado

        Country Manager, Mexico Operations

        Agave Spirits International

        Tequila, Jalisco
  - source_sentence: Impresiones Jalisco anti-corruption questionnaire completed and signed
    sentences:
      - >-
        Subject: Fwd: Request for Supporting Documentation – Journal Entry
        Approval Required

        Date: 2025-11-17T09:45:00

        From: David Chen

        Participants: Maria Santos


        Body:

        Hi Maria,


        I've reviewed the recent journal entries submitted for month-end and
        noticed that several expense items lack detailed descriptions and
        corresponding documentation. From a financial perspective, I need to
        stress the importance of transparency and traceability. The data shows
        that ambiguous expense lines can lead to compliance risks during audit.
        Please provide receipts or explanatory memos for all entries over
        $5,000. Once the supporting docs are received, I will proceed with
        approval.


        Thanks,

        David


        --

        David Chen

        Chief Financial Officer

        Agave Spirits International
      - >-
        Subject: Quality Test Results for Lot MX-2024-156

        Date: 2025-09-11T17:36:00

        From: Ana Lucia Vega

        Participants: Javier Moreno


        Body:

        Hi Javier,


        I'm sending over the routine quality test results for lot MX-2024-156 as
        requested. The alcohol content measured at 38.5%, which is within our
        standard parameters. pH levels were recorded at 4.1, also within
        acceptable range. Taste panel notes mentioned the flavor profile was
        clean, with no off-notes or irregularities. Carlos approved the data and
        Rick said to process it as normal.


        Let me know if you need anything else or have questions.


        Best,

        Ana Lucia


        --

        Ana Lucia Vega

        Accounts Payable

        ASI Mexico
      - >-
        Subject: Submission of Completed Due Diligence Package: Impresiones
        Jalisco Vendor Onboarding

        Date: 2025-08-16T12:30:00

        From: Miguel Torres

        Participants: Jennifer Walsh


        Body:

        Hi Jennifer,


        I’m pleased to submit the completed third-party due diligence package
        for Impresiones Jalisco, our prospective label printer vendor. We’ve
        finalized all items on the vendor onboarding checklist, including a
        thorough background check (result: clean), full beneficial ownership
        verification (all documentation attached), verified business references,
        as well as a completed and signed anti-corruption questionnaire.
        Additionally, their valid tax registration (RFC) is on file.


        Impresiones Jalisco was selected through our competitive bidding
        process, with three bidders considered and evaluated for pricing,
        quality, and reliability. I believe this robust process supports our
        selection. Please find the full package attached for your compliance
        review. Once you approve, I’ll proceed with finalizing the contract so
        we can move forward with our labeling project timeline.


        Let me know if you need anything further or require additional
        documentation.


        Thanks,

        Miguel


        --

        Miguel Torres

        Procurement Manager

        ASI Mexico
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: 0.9029126213592233
            name: Cosine Accuracy@1
          - type: cosine_accuracy@3
            value: 0.9854368932038835
            name: Cosine Accuracy@3
          - type: cosine_accuracy@5
            value: 0.9902912621359223
            name: Cosine Accuracy@5
          - type: cosine_accuracy@10
            value: 0.9951456310679612
            name: Cosine Accuracy@10
          - type: cosine_precision@1
            value: 0.9029126213592233
            name: Cosine Precision@1
          - type: cosine_precision@3
            value: 0.3284789644012946
            name: Cosine Precision@3
          - type: cosine_precision@5
            value: 0.19805825242718444
            name: Cosine Precision@5
          - type: cosine_precision@10
            value: 0.09951456310679611
            name: Cosine Precision@10
          - type: cosine_recall@1
            value: 0.9029126213592233
            name: Cosine Recall@1
          - type: cosine_recall@3
            value: 0.9854368932038835
            name: Cosine Recall@3
          - type: cosine_recall@5
            value: 0.9902912621359223
            name: Cosine Recall@5
          - type: cosine_recall@10
            value: 0.9951456310679612
            name: Cosine Recall@10
          - type: cosine_ndcg@10
            value: 0.9546600421052297
            name: Cosine Ndcg@10
          - type: cosine_mrr@10
            value: 0.9410194174757281
            name: Cosine Mrr@10
          - type: cosine_map@100
            value: 0.9410877888691372
            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 = [
    "Impresiones Jalisco anti-corruption questionnaire completed and signed",
]
documents = [
    'Subject: Submission of Completed Due Diligence Package: Impresiones Jalisco Vendor Onboarding\nDate: 2025-08-16T12:30:00\nFrom: Miguel Torres\nParticipants: Jennifer Walsh\n\nBody:\nHi Jennifer,\n\nI’m pleased to submit the completed third-party due diligence package for Impresiones Jalisco, our prospective label printer vendor. We’ve finalized all items on the vendor onboarding checklist, including a thorough background check (result: clean), full beneficial ownership verification (all documentation attached), verified business references, as well as a completed and signed anti-corruption questionnaire. Additionally, their valid tax registration (RFC) is on file.\n\nImpresiones Jalisco was selected through our competitive bidding process, with three bidders considered and evaluated for pricing, quality, and reliability. I believe this robust process supports our selection. Please find the full package attached for your compliance review. Once you approve, I’ll proceed with finalizing the contract so we can move forward with our labeling project timeline.\n\nLet me know if you need anything further or require additional documentation.\n\nThanks,\nMiguel\n\n--\nMiguel Torres\nProcurement Manager\nASI Mexico',
    "Subject: Quality Test Results for Lot MX-2024-156\nDate: 2025-09-11T17:36:00\nFrom: Ana Lucia Vega\nParticipants: Javier Moreno\n\nBody:\nHi Javier,\n\nI'm sending over the routine quality test results for lot MX-2024-156 as requested. The alcohol content measured at 38.5%, which is within our standard parameters. pH levels were recorded at 4.1, also within acceptable range. Taste panel notes mentioned the flavor profile was clean, with no off-notes or irregularities. Carlos approved the data and Rick said to process it as normal.\n\nLet me know if you need anything else or have questions.\n\nBest,\nAna Lucia\n\n--\nAna Lucia Vega\nAccounts Payable\nASI Mexico",
    "Subject: Fwd: Request for Supporting Documentation – Journal Entry Approval Required\nDate: 2025-11-17T09:45:00\nFrom: David Chen\nParticipants: Maria Santos\n\nBody:\nHi Maria,\n\nI've reviewed the recent journal entries submitted for month-end and noticed that several expense items lack detailed descriptions and corresponding documentation. From a financial perspective, I need to stress the importance of transparency and traceability. The data shows that ambiguous expense lines can lead to compliance risks during audit. Please provide receipts or explanatory memos for all entries over $5,000. Once the supporting docs are received, I will proceed with approval.\n\nThanks,\nDavid\n\n--\nDavid Chen\nChief Financial Officer\nAgave Spirits International",
]
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([[0.4883, 0.1104, 0.0481]], dtype=torch.bfloat16)

Evaluation

Metrics

Information Retrieval

• Dataset: val_full_corpus
• Evaluated with InformationRetrievalEvaluator

Metric	Value
cosine_accuracy@1	0.9029
cosine_accuracy@3	0.9854
cosine_accuracy@5	0.9903
cosine_accuracy@10	0.9951
cosine_precision@1	0.9029
cosine_precision@3	0.3285
cosine_precision@5	0.1981
cosine_precision@10	0.0995
cosine_recall@1	0.9029
cosine_recall@3	0.9854
cosine_recall@5	0.9903
cosine_recall@10	0.9951
cosine_ndcg@10	0.9547
cosine_mrr@10	0.941
cosine_map@100	0.9411

Training Details

Training Dataset

Unnamed Dataset

• Size: 816 training samples
• Columns: sentence_0 and sentence_1
• Approximate statistics based on the first 816 samples:

  	sentence_0	sentence_1
  type	string	string
  details	min: 6 tokens mean: 32.63 tokens max: 98 tokens	min: 118 tokens mean: 208.72 tokens max: 511 tokens

• Samples:

  sentence_0	sentence_1
  Search for impairment assessment documents for Tequila production assets as of May 31, 2024 (Ref: IMP-240531-2) and any reconciliations to the Q2 Finance Statement dated June 3, 2024 showing a MXN 1.2M discrepancy in carrying value, including supporting calculations and any post-finalization adjustments.	Subject: Impairment Assessment: Noted Discrepancies in Asset Valuation Date: 2025-12-15T17:18:00 From: Lisa Park Participants: Maria Santos Body: Hi Maria, I am reviewing the impairment assessment documentation for the Tequila production assets as of May 31, 2024, and have noticed an anomaly in the valuation report (Ref: IMP-240531-2). The carrying value listed in your schedule does not reconcile with the figure reported in the Q2 Finance Statement submitted to HQ on June 3. The difference is approximately MXN 1.2M. Can you clarify which source is correct, and provide any supporting documentation used for your calculation? For completeness, could you also confirm if any subsequent adjustments were made after the finalization date referenced above? Thank you for your attention to these details. Please let me know if you need further clarification on the items I flagged. Best regards, Lisa -- Lisa Park Director, Internal Audit Agave Spirits International
  Identify Q2 expense journal entries flagged as unclear, particularly those categorized as 'miscellaneous services' or 'external consulting', and locate the associated receipts and service contracts.	Subject: Re: Approval Required: Journal Entry Review and Documentation Date: 2025-09-30T08:40:00 From: Maria Santos Participants: David Chen Body: Hi David, Thank you for your detailed review and careful attention to our Q2 expense entries. I appreciate your diligence regarding compliance. I am currently gathering receipts and service contracts for all entries you flagged as unclear, including those labeled under 'miscellaneous services' and 'external consulting.' I will organize and forward digital copies, along with brief descriptions of each expense, by end of day tomorrow. If you need clarification on specific vendors, please let me know so I can prioritize those. Thanks for highlighting this and ensuring we stay audit-ready. I’ll follow up shortly with all the documentation. Best regards, Maria
  Identify records confirming pre-clearance and FARA registration for ASI's government liaison activities in Mexico and the United States.	Subject: Análisis sobre el registro FARA y obligaciones de cumplimiento en actividades gubernamentales México-EE.UU. Date: 2025-08-04T06:58:00 From: Amanda Foster Participants: Sarah Mitchell Body: Hola Sarah, Quiero compartir contigo el análisis preliminar referente al registro bajo FARA (Foreign Agents Registration Act) y nuestras obligaciones rutinarias de cumplimiento en relación con las actividades de vinculación gubernamental en México y EE.UU. Como sabes, todas las interacciones de ASI con entidades gubernamentales, tanto en México como en EE.UU., son registradas y pre-aprobadas mediante nuestro proceso interno de pre-clearance en Government Relations; esto garantiza la trazabilidad y documentación del propósito empresarial legítimo en cada caso. Recordando las regulaciones estadounidenses, cualquier actividad que implique representación de intereses extranjeros exige una revisión exhaustiva para determinar si corresponde el registro FARA. Hasta el momento, todas nuestras ges...

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "gather_across_devices": false
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• 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: 16
• per_device_eval_batch_size: 16
• 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	51	0.9547

Framework Versions

• Python: 3.12.12
• Sentence Transformers: 5.2.3
• Transformers: 5.0.0
• PyTorch: 2.10.0+cu128
• Accelerate: 1.12.0
• 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",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}