activity
20182021
most citedA study on the Interpretability of Neural Retrieval Models using DeepSHAP

60 citations · 141 across the 7 of their papers we have counts for

collaborators

8 papers

cs.IR2021★ 24 cited

Towards Axiomatic Explanations for Neural Ranking Models

Michael Völske, Alexander Bondarenko, Maik Fröbe +4

Recently, neural networks have been successfully employed to improve upon state-of-the-art performance in ad-hoc retrieval tasks via machine-learned ranking functions. While neural…

cs.CL2021

BERTnesia: Investigating the capture and forgetting of knowledge in BERT

Jonas Wallat, Jaspreet Singh, Avishek Anand

Probing complex language models has recently revealed several insights into linguistic and semantic patterns found in the learned representations. In this article, we probe BERT sp…

cs.AI2021★ 50 cited

Dissonance Between Human and Machine Understanding

Zijian Zhang, Jaspreet Singh, Ujwal Gadiraju +1

Complex machine learning models are deployed in several critical domains including healthcare and autonomous vehicles nowadays, albeit as functional black boxes. Consequently, ther…

cs.CL2020★ 1 cited

BERTnesia: Investigating the capture and forgetting of knowledge in BERT

Jonas Wallat, Jaspreet Singh, Avishek Anand

Probing complex language models has recently revealed several insights into linguistic and semantic patterns found in the learned representations. In this paper, we probe BERT spec…

cs.LG2020★ 2 cited

Valid Explanations for Learning to Rank Models

Jaspreet Singh, Zhenye Wang, Megha Khosla +1

Learning-to-rank (LTR) is a class of supervised learning techniques that apply to ranking problems dealing with a large number of features. The popularity and widespread applicatio…

cs.CL2019

AMUSED: A Multi-Stream Vector Representation Method for Use in Natural Dialogue

Gaurav Kumar, Rishabh Joshi, Jaspreet Singh +1

The problem of building a coherent and non-monotonous conversational agent with proper discourse and coverage is still an area of open research. Current architectures only take car…