---
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](https://www.SBERT.net) model finetuned from [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/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](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B)
- **Maximum Sequence Length:** 32768 tokens
- **Output Dimensionality:** 1024 dimensions
- **Similarity Function:** Cosine Similarity
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### 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:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
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](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.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](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"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`: {}