datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
telco-evaltelco-retrieve-chunks
telcolens-chunks
Raw ingestion artifacts (ChromaDB vector stores + SQLite FTS5 full-text indexes) produced by
telcolens (open-telco-rag) while grid-searching RAG configurations
over 3GPP Release 19 specifications, for an MSc thesis benchmarking retrieval-augmented generation
over telecom standards (GSMA Open Telco AI Initiative). This is not a datasets.load_dataset()-
compatible tabular dataset — it's a folder of persisted vector-database directories, one per
(embedding model ×… See the full description on the dataset page: https://huggingface.co/datasets/LiamDuero/telco-retrieve-chunks.telco-retrieve-chunks
Telco-Retrieve Chunks — 3GPP Rel-19 Vector Database Grid
120 pre-built retrieval indexes over the 3GPP Release-19 corpus — one per
(embedding model × chunking strategy × enrichment strategy) configuration. Each is a complete
ChromaDB dense index plus a parallel SQLite FTS5 (BM25) index, ready to query with no
re-ingestion.
Part of the GSMA Open Telco AI initiative. Companion to
GSMA/telco-retrieve-QnA (the evaluation
questions) and the open-telco-rag pipeline that reads
these… See the full description on the dataset page: https://huggingface.co/datasets/GSMA/telco-retrieve-chunks.telco-customer-churn
Dataset Card for Telco Customer Churn
This dataset contains information about customers of a fictional telecommunications company, including demographic information, services subscribed to, location details, and churn behavior. This merged dataset combines the information from the original Telco Customer Churn dataset with additional details.
Dataset Details
Dataset Description
This merged Telco Customer Churn dataset provides a comprehensive view of customer… See the full description on the dataset page: https://huggingface.co/datasets/aai510-group1/telco-customer-churn.Telco-Common-Corpus Telco Common Corpus (TCC) is a ten billion tokens collection of fully open, free licensed telecommunications knowledge (scientific literature, patents, open data, and open-web projects) with licence and provenance verified at a document-level.
TCC stems from GSMA's effort to make AI work for the telecom sector. The Open-Telco LLM Benchmarks and the broader Open Telco AI initiative have already established that current models fall short on real telecom tasks, including network management and… See the full description on the dataset page: https://huggingface.co/datasets/GSMA/Telco-Common-Corpus.Telco-Common-Corpus Telco Common Corpus (TCC) is a ten billion tokens collection of fully open, free licensed telecommunications knowledge (scientific literature, patents, open data, and open-web projects) with licence and provenance verified at a document-level.
TCC stems from GSMA's effort to make AI work for the telecom sector. The Open-Telco LLM Benchmarks and the broader Open Telco AI initiative have already established that current models fall short on real telecom tasks, including network management and… See the full description on the dataset page: https://huggingface.co/datasets/PleIAs/Telco-Common-Corpus.telco-customer-churn3telcochurnBitext-telco-llm-chatbot-training-dataset
Bitext - Telco Tagged Training Dataset for LLM-based Virtual Assistants
Overview
This hybrid synthetic dataset is designed to be used to fine-tune Large Language Models such as GPT, Mistral and OpenELM, and has been generated using our NLP/NLG technology and our automated Data Labeling (DAL) tools. The goal is to demonstrate how Verticalization/Domain Adaptation for the [telco] sector can be easily achieved using our two-step approach to LLM Fine-Tuning. An overview of… See the full description on the dataset page: https://huggingface.co/datasets/bitext/Bitext-telco-llm-chatbot-training-dataset.telco_customer_churnalfathterry_telco-customer-churn-11-1-3
Telco customer churn (11.1.3+)
Use Data Science to Reduce Churn and Boost Revenue
Dataset Info
Source: Kaggle
Original Size: 0.50 MB
Kaggle Downloads: 5,700
Files: 1
Files
telco.csv
Mirrored from Kaggle
telco-churn-7k
Telco Churn 7k
A 7,043-row customer-retention dataset drawn from a U.S. telecom provider. Each record profiles one account with 21 concise attributes and a Churn flag (Yes / No) indicating whether the customer left within the last month. The schema is:
customerID – unique subscriber identifier
gender – {Female, Male}
SeniorCitizen – {0, 1}
Partner, Dependents – {Yes, No}
tenure – months of service (0–72)
PhoneService, MultipleLines – {Yes, No, No phone service}… See the full description on the dataset page: https://huggingface.co/datasets/mnemoraorg/telco-churn-7k.telco-customer-churntelco-analysis
telco-analysis
Aggregate (not per-question) evaluation results for my MSc thesis (GSMA Open Telco AI Initiative)
— RAG configuration comparison across 6 generator models, built for supervisor review. Source data
lives in LiamDuero/telco-eval; this repo
is a curated, flattened extract of just the final numbers (accuracy, cost, latency, retrieval
metrics, etc.) with the large per-question arrays stripped out.
Built by telcolens/liam/build_telco_analysis_repo.py, re-runnable at any… See the full description on the dataset page: https://huggingface.co/datasets/LiamDuero/telco-analysis.telco-dpr-rag
Telco-DPR RAG
Dataset for Retrieval-Augmented Generation (RAG) based on Telco-DPR.
Structure
Subset
Splits
Description
corpus
train (default)
3GPP technical passages (text + tables) shared across all query splits
queries
train, dev, test
Synthetic telecom QA questions
qrels
train, dev, test
Relevance judgments (query ↔ passage)
answers
train, dev, test
Reference answers
Dataset statistics
Split
Queries
Corpus
train… See the full description on the dataset page: https://huggingface.co/datasets/DinoStackAI/telco-dpr-rag.telco-customer-churn2telco-gaia
Telco-GAIA
A GAIA-style benchmark for AI agents operating over a real telecom operator's
website snapshot plus a synthetic customer database. 100 tasks across 7
categories: Pricing, Miscellaneous, Images, Web Archives, PDF, PDF Visual,
Database.
Agents read questions.json + environment.md, browse the local website
(:8080) and query the database API (:8081), and produce a GAIA-compatible
submission.json.
What's here
File
What… See the full description on the dataset page: https://huggingface.co/datasets/kaust-generative-ai/telco-gaia.Telco-DPR
Dataset Information
This paper proposes a Question-Answering (QA) system for the telecom domain using 3rd Generation Partnership Project (3GPP) technical documents.
Alongside, a hybrid dataset, Telco-DPR, which consists of a curated 3GPP corpus in a hybrid format, combining text and tables, is presented.
Additionally, the dataset includes a set of synthetic question/answer pairs designed to evaluate the retrieval performance of QA systems on this type of data.
The retrieval… See the full description on the dataset page: https://huggingface.co/datasets/thainasaraiva/Telco-DPR.Telco-Troubleshooting-Agentic-Challenge
Telco Troubleshooting and Optimization Agentic Challenge
[!NOTE]
IMPORTANT: Please help us protect the integrity of this benchmark by not publicly sharing, re-uploading, or distributing the dataset.
Telco Troubleshooting Agentic Challenge focuses on network operations and maintenance. Participants are required to build intelligent agents that complete network fault diagnosis and troubleshooting tasks in the contest of wireless and IP networks. More specifically, the goal will… See the full description on the dataset page: https://huggingface.co/datasets/netop/Telco-Troubleshooting-Agentic-Challenge.telcollm-oran-training
TelcoLLM ORANBench training data
Training inputs for a Qwen3-8B run against ORANBench. The code lives in git;
this repo carries only the data, which is too large for it.
Generated 2026-09-03.
Contents
path
size
what it is
train_ready_v1/
162 MB
cleaned Product A and B, with true token counts -- the inputs to every mix
replay/
19 MB
in-domain and general replay, already through the split firewall gate
splits_v2/
0 MB
the document-family split every… See the full description on the dataset page: https://huggingface.co/datasets/Jun1801/telcollm-oran-training.telco-customer-churn
Dataset Card for Telco Customer Churn
This dataset contains information about customers of a fictional telecommunications company, including demographic information, services subscribed to, location details, and churn behavior. This merged dataset combines the information from the original Telco Customer Churn dataset with additional details.
Dataset Details
Dataset Description
This merged Telco Customer Churn dataset provides a comprehensive view of customer… See the full description on the dataset page: https://huggingface.co/datasets/mirunavasile/telco-customer-churn.Telco-DPR
Dataset Information
This paper proposes a Question-Answering (QA) system for the telecom domain using 3rd Generation Partnership Project (3GPP) technical documents.
Alongside, a hybrid dataset, Telco-DPR, which consists of a curated 3GPP corpus in a hybrid format, combining text and tables, is presented.
Additionally, the dataset includes a set of synthetic question/answer pairs designed to evaluate the retrieval performance of QA systems on this type of data.
The retrieval… See the full description on the dataset page: https://huggingface.co/datasets/ismailduru/Telco-DPR.telco-customer-churn-corruptedPurposefully corrupted version of aai510-group1/telco-customer-churn for testing purposes.
Original README below.
Dataset Card for Telco Customer Churn
This dataset contains information about customers of a fictional telecommunications company, including demographic information, services subscribed to, location details, and churn behavior. This merged dataset combines the information from the original Telco Customer Churn dataset with additional details.
Dataset Details… See the full description on the dataset page: https://huggingface.co/datasets/m3at/telco-customer-churn-corrupted.open_telco_v2_customtelco-churnopen-telco-energy-logs
Open-Telco Energy Logs
Per-model GPU energy measurements for 67 open-weight LLMs evaluated on the Open Telco benchmark suite. This is the raw data backing the energy and AMEI (AI Model Energy Index) tables in the AMEI paper.
Three measurement campaigns are included:
Campaign
Models
Hardware
Runtime
Suite
Samples/model
Schema
single_h100/
24
1×H100-80GB SXM
vLLM 0.8.5 (TP=1)
open_telco_5_benchmarks
1,400
v1.0
4x_h100/
35
4×H100-80GB SXM
vLLM 0.15.1 (TP=4)… See the full description on the dataset page: https://huggingface.co/datasets/emolero/open-telco-energy-logs.telco-customer-churn
Dataset Card for Telco Customer Churn
This dataset contains information about customers of a fictional telecommunications company, including demographic information, services subscribed to, location details, and churn behavior. This merged dataset combines the information from the original Telco Customer Churn dataset with additional details.
Dataset Details
Dataset Description
This merged Telco Customer Churn dataset provides a comprehensive view… See the full description on the dataset page: https://huggingface.co/datasets/nihalslmm/telco-customer-churn.telco-customer-churn
Dataset Card for Telco Customer Churn
This dataset contains information about customers of a fictional telecommunications company, including demographic information, services subscribed to, location details, and churn behavior. This merged dataset combines the information from the original Telco Customer Churn dataset with additional details.
Dataset Details
Dataset Description
This merged Telco Customer Churn dataset provides a comprehensive view of customer… See the full description on the dataset page: https://huggingface.co/datasets/Brammi114/telco-customer-churn.telco-customer-churn
Dataset Card for Telco Customer Churn
This dataset contains information about customers of a fictional telecommunications company, including demographic information, services subscribed to, location details, and churn behavior. This merged dataset combines the information from the original Telco Customer Churn dataset with additional details.
Dataset Details
Dataset Description
This merged Telco Customer Churn dataset provides a comprehensive view of customer… See the full description on the dataset page: https://huggingface.co/datasets/muqsith123/telco-customer-churn.telco-churn-release
Telco Customer Churn
This dataset contains anonymized customer account records from a telecommunications provider, capturing demographic attributes, subscribed services, account tenure, billing details, and churn status. It is well suited for supervised binary classification tasks aimed at predicting whether a customer will churn (leave the service), as well as for exploratory analysis of customer retention drivers. Each row represents a unique customer account; the target… See the full description on the dataset page: https://huggingface.co/datasets/toolathon123/telco-churn-release.