Named Entity Recognition (NER)

The emergence of conversational assistants has fundamentally reshaped user interactions with digital platforms. This paper introduces Flippi-a cutting-edge, end-to-end conversational assistant powered by large language m…

Intent Detection named-entity-recognition Named Entity Recognition Named Entity Recognition (NER)+3

Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language Models

2025-06-28 · Zhuojun Ding, Wei Wei, Chenghao Fan

Supervised fine-tuning (SFT) is widely used to align large language models (LLMs) with information extraction (IE) tasks, such as named entity recognition (NER). However, annotating such fine-grained labels and training …

named-entity-recognition Named Entity Recognition Named Entity Recognition (NER)NER

Better Semi-supervised Learning for Multi-domain ASR Through Incremental Retraining and Data Filtering

2025-06-05 · Andres Carofilis, Pradeep Rangappa, Srikanth Madikeri, Shashi Kumar 외

Fine-tuning pretrained ASR models for specific domains is challenging when labeled data is scarce. But unlabeled audio and labeled data from related domains are often available. We propose an incremental semi-supervised …

named-entity-recognition Named Entity Recognition Named Entity Recognition (NER)NER

Efficient Data Selection for Domain Adaptation of ASR Using Pseudo-Labels and Multi-Stage Filtering

2025-06-04 · Pradeep Rangappa, Andres Carofilis, Jeena Prakash, Shashi Kumar 외

Fine-tuning pretrained ASR models for specific domains is challenging for small organizations with limited labeled data and computational resources. Here, we explore different data selection pipelines and propose a robus…

Decoder Domain Adaptation named-entity-recognition Named Entity Recognition+2

EL4NER: Ensemble Learning for Named Entity Recognition via Multiple Small-Parameter Large Language Models

2025-05-29 · Yuzhen Xiao, Jiahe Song, Yongxin Xu, Ruizhe Zhang 외

In-Context Learning (ICL) technique based on Large Language Models (LLMs) has gained prominence in Named Entity Recognition (NER) tasks for its lower computing resource consumption, less manual labeling overhead, and str…

Ensemble Learning In-Context Learning named-entity-recognition Named Entity Recognition+3

Label-Guided In-Context Learning for Named Entity Recognition

2025-05-29 · Fan Bai, Hamid Hassanzadeh, Ardavan Saeedi, Mark Dredze

In-context learning (ICL) enables large language models (LLMs) to perform new tasks using only a few demonstrations. In Named Entity Recognition (NER), demonstrations are typically selected based on semantic similarity t…

In-Context Learning named-entity-recognition Named Entity Recognition Named Entity Recognition (NER)+3

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