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19 Nov 2024
IntentGPT - Few-shot Intent Discovery with LLMs This paper introduces IntentGPT, a novel training-free method that effectively prompts LLM for intent classification. IntentGPT comprises (1) an In-Context Prompt Generator, which generates informative prompts for In-Context Learning, (2) an Intent Predictor for classifying and discovering user intents from utterances, and (3) a Semantic Few-Shot Sampler that selects relevant few-shot examples and a set of known intents to be injected into the prompt. Results show that IntentGPT outperforms existing approaches on popular benchmarks, including CLINC and BANKING. IntentGPT paper - arxiv.org/abs/2411.10670 #llms #intentclassification #nlproc #deeplearning
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#IntentClassification tool from @appenglobal helps build a model that can improve understanding of context via #naturallanguageprocessing #NLP & improve #ConfidenceScoring #finovate
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30 Sep 2018
New State of the Art Results in Intent Classification using Semantic Hashing for chatbots on three datasets: AksUbu… reddit.com/r/MachineLearning…
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