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Model: farbodtavakkoli/OTel-LLM-7B-IT
Source: Original Platform

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README.md

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+---
+license: apache-2.0
+language:
+- en
+base_model:
+- allenai/OLMo-3-7B
+tags:
+- telecom
+- telecommunications
+- gsma
+- fine-tuned
+pipeline_tag: text-generation
+---
+
+# OTel-LLM-7B-IT
+
+**OTel-LLM-7B-IT** is a telecom-specialized language model fine-tuned on telecommunications domain data. It is part of the [OTel Family of Models](https://huggingface.co/collections/farbodtavakkoli/otel-llm), an open-source initiative to build industry-standard AI models for the global telecommunications sector.
+
+## Model Details
+
+| Attribute | Value |
+|-----------|-------|
+| **Base Model** | [allenai/OLMo-3-7B](https://huggingface.co/allenai/OLMo-3-7B) |
+| **Parameters** | 7B |
+| **Training Method** | Full parameter fine-tuning |
+| **Language** | English |
+| **License** | Apache 2.0 |
+
+## Training Data
+
+The model was trained on telecom-focused data curated by 100+ domain experts. Each source class was contributed by a specific institutional partner:
+
+| Source | Contributor |
+|---|---|
+| arXiv telecom papers, 3GPP standards, telecom Wikipedia, telecom Common Crawl | Yale University |
+| GSMA Permanent Reference Documents, Discover portal | GSMA |
+| IETF RFC series | NetoAI |
+| Industry whitepapers | Khalifa University |
+| O-RAN specifications (working groups 1, 2, 4, 5, 6, 7, 8, 9, 10) | University of Leeds |
+| O-RAN documents across working groups | The University of Texas at Dallas |
+
+Released datasets: [OTel-LLM](https://huggingface.co/datasets/farbodtavakkoli/OTel-LLM), [OTel-Embedding](https://huggingface.co/datasets/farbodtavakkoli/OTel-Embedding), [OTel-Reranker](https://huggingface.co/datasets/farbodtavakkoli/OTel-Reranker), [OTel-Safety](https://huggingface.co/datasets/farbodtavakkoli/OTel-Safety).
+
+## Intended Use
+ 
+The OTel model family is designed to power end-to-end Retrieval-Augmented Generation (RAG) pipelines for telecommunications. The three model types serve complementary roles:
+ 
+1. **Embedding** — Retrieve relevant chunks from telecom specifications, standards, and documentation.
+2. **Reranker** — Re-score and prioritize the retrieved chunks for relevance.
+3. **LLM** — Generate accurate responses grounded in the retrieved context.
+ 
+Users can deploy the full pipeline or use individual models independently based on their needs.
+ 
+**Note:** The LLMs include abstention training — if the model does not receive sufficient context, it will decline to answer rather than hallucinate. This means the models are optimized for context-grounded generation, not open-ended question answering.
+
+## Related Models
+
+### Language Models
+- [OTel LLM Collection](https://huggingface.co/collections/farbodtavakkoli/otel-llm)
+
+### Embedding Models
+- [OTel Embedding Collection](https://huggingface.co/collections/farbodtavakkoli/otel-embedding)
+
+### Reranker Models
+- [OTel Reranker Collection](https://huggingface.co/collections/farbodtavakkoli/otel-reranker)
+
+## Related Datasets
+
+- [OTel-Embedding](https://huggingface.co/datasets/farbodtavakkoli/OTel-Embedding)
+- [OTel-Safety](https://huggingface.co/datasets/farbodtavakkoli/OTel-Safety)
+- [OTel-LLM](https://huggingface.co/datasets/farbodtavakkoli/OTel-LLM)
+- [OTel-Reranker](https://huggingface.co/datasets/farbodtavakkoli/OTel-Reranker)
+
+## Training Infrastructure
+
+- **Framework**: ScalarLM (GPU-agnostic)
+- **Compute**: AMD and NVIDIA GPUs.
+
+## Project Resources
+
+- **Project page:** https://huggingface.co/farbodtavakkoli
+- **Code:** https://github.com/farbodtavakkoli/OTel
+- **Media coverage list:** https://github.com/farbodtavakkoli/OTel/blob/main/docs/media_coverage.md
+
+## Citation
+
+
+```bibtex
+@misc{otel_models_2026,
+  title  = {OTel: Open Telco AI Datasets, Benchmarks, and Models},
+  author = {Tavakkoli, Farbod and others},
+  year   = {2026},
+  note   = {Open Telco (OTel) model release},
+  url    = {https://huggingface.co/farbodtavakkoli}
+}
+```
+
+## Contact
+
+If you have any technical questions, please feel free to reach out to farbod.tavakkoli@att.com or farbodtavakoli@gmail.com

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+{%- set has_system = messages|selectattr('role', 'equalto', 'system')|list|length > 0 -%}{%- if not has_system -%}{{- '<|im_start|>system
+You are a helpful function-calling AI assistant. ' -}}{%- if tools is none or (tools | length) == 0 -%}{{- 'You do not currently have access to any functions. <functions></functions><|im_end|>
+' -}}{%- else -%}{{- 'You are provided with function signatures within <functions></functions> XML tags. You may call one or more functions to assist with the user query. Output any function calls within <function_calls></function_calls> XML tags. Do not make assumptions about what values to plug into functions.' -}}{{- '<functions>' -}}{{- tools | tojson -}}{{- '</functions><|im_end|>
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special_tokens_map.json

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