Learning non-linguistic skills without sacrificing linguistic proficiency

M Sharma, N Muralidhar, N Ramakrishnan - arXiv preprint arXiv …, 2023 - arxiv.org
The field of Math-NLP has witnessed significant growth in recent years, motivated by the
desire to expand LLM performance to the learning of non-linguistic notions (numerals, and …

Information Guided Regularization for Fine-tuning Language Models

M Sharma, N Muralidhar, S Xu, RB Yosuf… - arXiv preprint arXiv …, 2024 - arxiv.org
The pretraining-fine-tuning paradigm has been the de facto strategy for transfer learning in
modern language modeling. With the understanding that task adaptation in LMs is often a …

Natural language statistical model with alerts

S Ehsani, PK Mishra - US Patent 12,086,557, 2024 - Google Patents
Disclosed implementations include systems, methods, and apparatus that process multiple,
disparate streams of data, determine correlations and relationships between the data and …

Video based question and answer

PK Mishra - US Patent 11,995,412, 2024 - Google Patents
Disclosed are systems and methods that convert digital video data, such as two-dimensional
digital video data, into a natural language text description describing the subject matter …

Time series data to statistical natural language interaction

S Ehsani, PK Mishra - US Patent 12,067,041, 2024 - Google Patents
Disclosed implementations include systems, methods, and apparatus that process multiple,
disparate streams of data, determine correlations and relationships between the data and …

Edge computing units for operating conversational tools at local sites

VBT Pallakonda, PK Mishra - US Patent 11,960,515, 2024 - Google Patents
Computing units provided at local sites or edge locations are programmed to execute
conversational tools that generate pertinent, domain-specific responses to queries received …

Edge computing units for operating conversational tools at local sites

VBT Pallakonda, PK Mishra - US Patent 12,001,463, 2024 - Google Patents
Computing units provided at local sites or edge locations are programmed to execute
conversational tools that generate pertinent, domain-specific responses to queries received …

Edge computing units for operating conversational tools at local sites

VBT Pallakonda, PK Mishra - US Patent 12,093,294, 2024 - Google Patents
Computing units provided at local sites or edge locations are programmed to execute
conversational tools that generate pertinent, domain-specific responses to queries received …