Query variations and their effect on comparing information retrieval systems
We explore the implications of using query variations for evaluating information retrieval systems and how these variations should be exploited to compare system effectiveness.
Palotti, Joao +5 more
core +2 more sources
Evaluating Generative Ad Hoc Information Retrieval [PDF]
Recent advances in large language models have enabled the development of viable generative retrieval systems. Instead of a traditional document ranking, generative retrieval systems often directly return a grounded generated text as a response to a query.
Lukas Gienapp +11 more
semanticscholar +1 more source
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List [PDF]
Classical information retrieval systems such as BM25 rely on exact lexical match and can carry out search efficiently with inverted list index. Recent neural IR models shifts towards soft matching all query document terms, but they lose the computation ...
Luyu Gao, Zhuyun Dai, Jamie Callan
semanticscholar +1 more source
Neural Approaches to Conversational Information Retrieval [PDF]
A conversational information retrieval (CIR) system is an information retrieval (IR) system with a conversational interface which allows users to interact with the system to seek information via multi-turn conversations of natural language, in spoken or ...
Jianfeng Gao +3 more
semanticscholar +1 more source
Explainable Information Retrieval: A Survey [PDF]
Explainable information retrieval is an emerging research area aiming to make transparent and trustworthy information retrieval systems. Given the increasing use of complex machine learning models in search systems, explainability is essential in ...
Avishek Anand +5 more
semanticscholar +1 more source
On the Information Leakage in Private Information Retrieval Systems [PDF]
We consider information leakage to the user in private information retrieval (PIR) systems. Information leakage can be measured in terms of individual message leakage or total leakage.
Tao Guo, Ruida Zhou, C. Tian
semanticscholar +1 more source
Private Information Retrieval in Graph-Based Replication Systems [PDF]
In a Private Information Retrieval (PIR) protocol, a user can download a file from a database without revealing the identity of the file to each individual server.
Netanel Raviv +2 more
semanticscholar +1 more source
Information Retrieval and Criticality in Parity-Time-Symmetric Systems. [PDF]
By investigating information flow between a general parity-time (PT-)symmetric non-Hermitian system and an environment, we find that the complete information retrieval from the environment can be achieved in the PT-unbroken phase, whereas no information ...
K. Kawabata, Yuto Ashida, Masahito Ueda
semanticscholar +1 more source
Toward a Unified Retrieval Outcome Analysis Framework for Cross-Language Information Retrieval [PDF]
This paper proposes a Retrieval Outcome Analysis Framework, or ROA Framework, to systematically evaluate retrieval performance of Cross-Language Information Retrieval systems.
Chen, Jiangping, Jiangping Chen
core +1 more source
Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM Era [PDF]
With the rapid advancements of large language models (LLMs), information retrieval (IR) systems, such as search engines and recommender systems, have undergone a significant paradigm shift.
Sunhao Dai +5 more
semanticscholar +1 more source

