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Artifacts for llama-embed-nemotron-8b model #3919

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Merged
Samoed merged 1 commit into from
Jan 12, 2026
Merged

Artifacts for llama-embed-nemotron-8b model #3919

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28 changes: 19 additions & 9 deletions mteb/models/model_implementations/nvidia_models.py
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Original file line number Diff line number Diff line change
Expand Up @@ -19,14 +19,24 @@

logger = logging.getLogger(__name__)

NV_RETRIEVER_CITATION = """@misc{moreira2025nvretrieverimprovingtextembedding,
title={NV-Retriever: Improving text embedding models with effective hard-negative mining},
author={Gabriel de Souza P. Moreira and Radek Osmulski and Mengyao Xu and Ronay Ak and Benedikt Schifferer and Even Oldridge},
NV_RETRIEVER_CITATION = """@misc{lee2025nvembedimprovedtechniquestraining,
title={NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models},
author={Chankyu Lee and Rajarshi Roy and Mengyao Xu and Jonathan Raiman and Mohammad Shoeybi and Bryan Catanzaro and Wei Ping},
year={2025},
eprint={2407.15831},
eprint={2405.17428},
archivePrefix={arXiv},
primaryClass={cs.IR},
url={https://arxiv.org/abs/2407.15831}
primaryClass={cs.CL},
url={https://arxiv.org/abs/2405.17428},
}"""

LlamaEmbedNemotron_CITATION = """@misc{babakhin2025llamaembednemotron8buniversaltextembedding,
title={Llama-Embed-Nemotron-8B: A Universal Text Embedding Model for Multilingual and Cross-Lingual Tasks},
author={Yauhen Babakhin and Radek Osmulski and Ronay Ak and Gabriel Moreira and Mengyao Xu and Benedikt Schifferer and Bo Liu and Even Oldridge},
year={2025},
eprint={2511.07025},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2511.07025},
}"""


Expand Down Expand Up @@ -614,8 +624,8 @@ def _extract_embeddings(
framework=["PyTorch", "Sentence Transformers", "safetensors", "Transformers"],
use_instructions=True,
training_datasets=llama_embed_nemotron_training_datasets,
public_training_code=None, # Will be released later
public_training_data=None, # Will be released later
public_training_code="https://github.com/NVIDIA-NeMo/Automodel/tree/main/examples/biencoder/llama_embed_nemotron_8b",
public_training_data="https://huggingface.co/datasets/nvidia/embed-nemotron-dataset-v1",
contacts=["ybabakhin"],
citation=NV_RETRIEVER_CITATION,
citation=LlamaEmbedNemotron_CITATION,
)
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