4 citations · 6 across the 9 of their papers we have counts for
5 papers · 1 filter
Interpreting the Effects of Quantization on LLMs
Manpreet Singh, Hassan Sajjad
Quantization offers a practical solution to deploy LLMs in resource-constraint environments. However, its impact on internal representations remains understudied, raising questions…
Cross-Layer Discrete Concept Discovery for Interpreting Language Models
Ankur Garg, Xuemin Yu, Hassan Sajjad +1
Interpreting language models remains challenging due to the existence of residual stream, which linearly mixes and duplicates features across adjacent layers, causing single-layer…
SAGE: A Search-AuGmented Evaluation of Large Language Models on Free-Form QA
Sher Badshah, Ali Emami, Hassan Sajjad
As Large Language Models (LLMs) become increasingly used for question-answering (QA), relying on static, pre-annotated references for evaluation poses significant challenges in cos…
CLEV: LLM-Based Evaluation Through Lightweight Efficient Voting for Free-Form Question-Answering
Sher Badshah, Moamen Moustafa, Hassan Sajjad
Evaluating free-form Question Answering (QA) remains a challenge due to its diverse and open-ended nature. Traditional automatic metrics fail to capture semantic equivalence or acc…
Which Words Matter Most in Zero-Shot Prompts?
Nikta Gohari Sadr, Sangmitra Madhusudan, Hassan Sajjad +1
While zero-shot instructional prompts like "Let's think step-by-step" have revolutionized Large Language Model performance, a fundamental question remains unanswered: which specifi…