Search Results for author: Pranav Ajit Nair

Found 5 papers, 4 papers with code

Tandem Transformers for Inference Efficient LLMs

no code implementations13 Feb 2024 Aishwarya P S, Pranav Ajit Nair, Yashas Samaga, Toby Boyd, Sanjiv Kumar, Prateek Jain, Praneeth Netrapalli

On the PaLM2 pretraining dataset, a tandem of PaLM2-Bison and PaLM2-Gecko demonstrates a 3. 3% improvement in next-token prediction accuracy over a standalone PaLM2-Gecko, offering a 1. 16x speedup compared to a PaLM2-Otter model with comparable downstream performance.

The Role of Output Vocabulary in T2T LMs for SPARQL Semantic Parsing

1 code implementation24 May 2023 Debayan Banerjee, Pranav Ajit Nair, Ricardo Usbeck, Chris Biemann

In this work, we analyse the role of output vocabulary for text-to-text (T2T) models on the task of SPARQL semantic parsing.

Graph Question Answering Question Answering +1

Modern Baselines for SPARQL Semantic Parsing

1 code implementation27 Apr 2022 Debayan Banerjee, Pranav Ajit Nair, Jivat Neet Kaur, Ricardo Usbeck, Chris Biemann

In this work, we focus on the task of generating SPARQL queries from natural language questions, which can then be executed on Knowledge Graphs (KGs).

Knowledge Graphs Semantic Parsing

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