2 citations · 3 across the 11 of their papers we have counts for
5 papers · 1 filter
Hierarchical Memorization in Large Language Models: Evidence from Citation Generation
Junichiro Niimi
Large language models (LLMs) generate fluent text across a wide range of tasks, but the fabrication of non-existent academic citations remains a critical and well-documented failur…
Hallucinations in Bibliographic Recommendation: Citation Frequency as a Proxy for Training Data Redundancy
Junichiro Niimi
Large language models (LLMs) have been increasingly applied to a wide range of tasks, from natural language understanding to code generation. While they have also been used to assi…
Stable LLM Ensemble: Interaction between Example Representativeness and Diversity
Junichiro Niimi
Large language models (LLMs) have achieved remarkable results in wide range of domains. However, the accuracy and robustness of one-shot LLM predictions remain highly sensitive to…
Reference Points in LLM Sentiment Analysis: The Role of Structured Context
Junichiro Niimi
Large language models (LLMs) are now widely used across many fields, including marketing research. Sentiment analysis, in particular, helps firms understand consumer preferences. W…
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification
Junichiro Niimi
With the advance of large language models (LLMs), LLMs have been utilized for the various tasks. However, the issues of variability and reproducibility of results from each trial o…