Send some clarification on the entire project. WRDS On Mon, Apr 6, 2026 at 12:49 AM Frederick Noronha < [email protected]> wrote:
> > Konkani LLM: Multi-Script Instruction Tuning and Evaluation for a > Low-Resource Indian Language > Reuben Chagas Fernandes > <https://arxiv.org/search/cs?searchtype=author&query=Fernandes,+R+C>, Gaurang > S. Patkar > <https://arxiv.org/search/cs?searchtype=author&query=Patkar,+G+S> > > Large Language Models (LLMs) consistently under perform in low-resource > linguistic contexts such as Konkani. This performance deficit stems from > acute training data scarcity compounded by high script diversity across > Devanagari, Romi and Kannada orthographies. To address this gap, we > introduce Konkani-Instruct-100k, a comprehensive synthetic > instruction-tuning dataset generated through Gemini 3. > We establish rigorous baseline benchmarks by evaluating leading > open-weights architectures including Llama 3.1, Qwen2.5 and Gemma 3 > alongside proprietary closed-source models. Our primary contribution > involves the development of Konkani LLM, a series of fine-tuned models > optimized for regional nuances. Furthermore, we are developing the > Multi-Script Konkani Benchmark to facilitate cross-script linguistic > evaluation. In machine translation, Konkani LLM delivers consistent gains > over the corresponding base models and is competitive with and in several > settings surpasses proprietary baselines https://arxiv.org/abs/2603.23529 > > > > _/_/_/_/_/_/_/_/_/_/_/_/_/_/_/_/_/ > _/ Frederick Noronha फ्रेडरिक नोरोन्या * فريدريك نورونيا > _/ AUDIO https://archive.org/details/@fredericknoronha > _/ http://goa1556.in +91-9822122436 784 Saligao Goa > _/ Goanet :: 30 years of discussions. [email protected] > _/ http://lists.goanet.org/pipermail/goanet-goanet.org/ > _/_/_/_/_/_/_/_/_/_/_/_/_/_/_/_/_/ > > -- > You received this message because you are subscribed to the Google Groups > "Goa-Research-Net" group. > To unsubscribe from this group and stop receiving emails from it, send an > email to [email protected]. > To view this discussion, visit > https://groups.google.com/d/msgid/goa-research-net/CA%2Bmqab8n87oQUuD51v0UMO5e2-o7Kb-cehxiZz7q7JePCndJVA%40mail.gmail.com > <https://groups.google.com/d/msgid/goa-research-net/CA%2Bmqab8n87oQUuD51v0UMO5e2-o7Kb-cehxiZz7q7JePCndJVA%40mail.gmail.com?utm_medium=email&utm_source=footer> > . > -- You received this message because you are subscribed to the Google Groups "Goa-Research-Net" group. To unsubscribe from this group and stop receiving emails from it, send an email to [email protected]. To view this discussion, visit https://groups.google.com/d/msgid/goa-research-net/CA%2BvNr4%2BU_ms-95dM9C4UNcMj-6tE4-nAyW8aPtGnC_9_5dJmFQ%40mail.gmail.com.
