MamayLM, передова мовна модель для української мови
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Papers
Aletheia: What Makes RLVR For Code Verifiers Tick?
AR-VLA: True Autoregressive Action Expert for Vision-Language-Action Models
Articles
Aletheia: What Makes RLVR For Code Verifiers Tick? Benchmark datasets and fine-tuned verifier models (1.5B/7B/14B). Mirror of Aletheia-Bench.
Biggest release of Ukrainian-adapted MamayLM model series
-
INSAIT-Institute/MamayLM-Gemma-3-27B-IT-v2.0
Image-Text-to-Text • 27B • Updated • 1.55k • 9 -
INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v2.0
Image-Text-to-Text • 12B • Updated • 779 • 5 -
INSAIT-Institute/MamayLM-Gemma-3-27B-IT-v2.0-FP8-dynamic
Image-Text-to-Text • 29B • Updated • 74 • 2 -
INSAIT-Institute/MamayLM-Gemma-3-27B-IT-v2.0-GGUF
Image-Text-to-Text • 27B • Updated • 205 • 6
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INSAIT-Institute/BgGPT-Gemma-3-27B-IT
Image-Text-to-Text • 27B • Updated • 530 • 11 -
INSAIT-Institute/BgGPT-Gemma-3-12B-IT
Image-Text-to-Text • 12B • Updated • 987 • • 4 -
INSAIT-Institute/BgGPT-Gemma-3-4B-IT
Image-Text-to-Text • 4B • Updated • 1.07k • 4 -
INSAIT-Institute/BgGPT-Gemma-3-27B-IT-GGUF
Image-Text-to-Text • 27B • Updated • 270 • 7
Models of the SPEAR series.
First Open and Multimodal Ukrainian-focused LLM
-
INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0
Image-Text-to-Text • 12B • Updated • 1.15k • • 21 -
MamayLM v1.0 Release Blog
🌻27MamayLM v1.0 - now multimodal and even stronger!
-
INSAIT-Institute/MamayLM-Gemma-3-4B-IT-v1.0
Image-Text-to-Text • 4B • Updated • 1.12k • • 16 -
INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0-GGUF
12B • Updated • 106 • 16
A model collection consisting of different model adapters trained with our adversarial training method MixAT
Ukrainian-focused MamayLM model collection, based on Gemma2
Automated Benchmark for Information Retrieval Evaluation in
Mathematics
Generalist VLAs with same VLM backbone and insulated action heads for on FAST, Flow-matching, or Autoregressive output.
Recovered in Translation: Efficient Pipeline for Automated Translation of Benchmarks and Datasets (ACL 2026)
-
Recovered in Translation: Efficient Pipeline for Automated Translation of Benchmarks and Datasets
Paper • 2602.22207 • Published • 45 -
INSAIT-Institute/rit-mmlu
Viewer • Updated • 111k • 264 -
INSAIT-Institute/rit-winogrande
Viewer • Updated • 8.87k • 124 -
INSAIT-Institute/rit-hellaswag
Viewer • Updated • 70.3k • 112
Our ReVLA model finetuned at different datasets
The first benchmark for evaluating LLM sycophancy in mathematical reasoning.
A collection of the Open Proof Corpus dataset and the finetuned judging model.
BgGPT-Gemma-2 collection of models.
-
INSAIT-Institute/BgGPT-Gemma-2-27B-IT-v1.0
Text Generation • 27B • Updated • 58 • • 17 -
INSAIT-Institute/BgGPT-Gemma-2-2.6B-IT-v1.0
Text Generation • 3B • Updated • 79 • • 7 -
INSAIT-Institute/BgGPT-Gemma-2-9B-IT-v1.0
Text Generation • 9B • Updated • 99 • • 11 -
INSAIT-Institute/BgGPT-Gemma-2-2.6B-IT-v1.0-GGUF
3B • Updated • 133 • 4
Aletheia: What Makes RLVR For Code Verifiers Tick? Benchmark datasets and fine-tuned verifier models (1.5B/7B/14B). Mirror of Aletheia-Bench.
Automated Benchmark for Information Retrieval Evaluation in
Mathematics
Biggest release of Ukrainian-adapted MamayLM model series
-
INSAIT-Institute/MamayLM-Gemma-3-27B-IT-v2.0
Image-Text-to-Text • 27B • Updated • 1.55k • 9 -
INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v2.0
Image-Text-to-Text • 12B • Updated • 779 • 5 -
INSAIT-Institute/MamayLM-Gemma-3-27B-IT-v2.0-FP8-dynamic
Image-Text-to-Text • 29B • Updated • 74 • 2 -
INSAIT-Institute/MamayLM-Gemma-3-27B-IT-v2.0-GGUF
Image-Text-to-Text • 27B • Updated • 205 • 6
Generalist VLAs with same VLM backbone and insulated action heads for on FAST, Flow-matching, or Autoregressive output.
-
INSAIT-Institute/BgGPT-Gemma-3-27B-IT
Image-Text-to-Text • 27B • Updated • 530 • 11 -
INSAIT-Institute/BgGPT-Gemma-3-12B-IT
Image-Text-to-Text • 12B • Updated • 987 • • 4 -
INSAIT-Institute/BgGPT-Gemma-3-4B-IT
Image-Text-to-Text • 4B • Updated • 1.07k • 4 -
INSAIT-Institute/BgGPT-Gemma-3-27B-IT-GGUF
Image-Text-to-Text • 27B • Updated • 270 • 7
Recovered in Translation: Efficient Pipeline for Automated Translation of Benchmarks and Datasets (ACL 2026)
-
Recovered in Translation: Efficient Pipeline for Automated Translation of Benchmarks and Datasets
Paper • 2602.22207 • Published • 45 -
INSAIT-Institute/rit-mmlu
Viewer • Updated • 111k • 264 -
INSAIT-Institute/rit-winogrande
Viewer • Updated • 8.87k • 124 -
INSAIT-Institute/rit-hellaswag
Viewer • Updated • 70.3k • 112
Models of the SPEAR series.
Our ReVLA model finetuned at different datasets
First Open and Multimodal Ukrainian-focused LLM
-
INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0
Image-Text-to-Text • 12B • Updated • 1.15k • • 21 -
MamayLM v1.0 Release Blog
🌻27MamayLM v1.0 - now multimodal and even stronger!
-
INSAIT-Institute/MamayLM-Gemma-3-4B-IT-v1.0
Image-Text-to-Text • 4B • Updated • 1.12k • • 16 -
INSAIT-Institute/MamayLM-Gemma-3-12B-IT-v1.0-GGUF
12B • Updated • 106 • 16
The first benchmark for evaluating LLM sycophancy in mathematical reasoning.
A model collection consisting of different model adapters trained with our adversarial training method MixAT
A collection of the Open Proof Corpus dataset and the finetuned judging model.
Ukrainian-focused MamayLM model collection, based on Gemma2
BgGPT-Gemma-2 collection of models.
-
INSAIT-Institute/BgGPT-Gemma-2-27B-IT-v1.0
Text Generation • 27B • Updated • 58 • • 17 -
INSAIT-Institute/BgGPT-Gemma-2-2.6B-IT-v1.0
Text Generation • 3B • Updated • 79 • • 7 -
INSAIT-Institute/BgGPT-Gemma-2-9B-IT-v1.0
Text Generation • 9B • Updated • 99 • • 11 -
INSAIT-Institute/BgGPT-Gemma-2-2.6B-IT-v1.0-GGUF
3B • Updated • 133 • 4