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SotA/Natural Language Processing/Intent Detection

Intent Detection

46 benchmarks330 papers

Intent Detection is a task of determining the underlying purpose or goal behind a user's search query given a context. The task plays a significant role in search and recommendations. A traditional approach for intent detection implies using an intent detector model to classify user search query into predefined intent categories, given a context. One of the key challenges of the task implies identifying user intents for cold-start sessions, i.e., search sessions initiated by a non-logged-in or unrecognized user.

<span class="description-source">Source: Analyzing and Predicting Purchase Intent in E-commerce: Anonymous vs. Identified Customers</span> <span class="description-source">

Benchmarks

Intent Detection on ATIS

Intent Detection on MixSNIPS

Accuracy f1 macro

Intent Detection on MixATIS

Intent Detection on SNIPS

Intent Detection on ASOS.com user intent

Intent Detection on BANKING-77 (50% known)

1:1 Accuracy F1-score

Intent Detection on BANKING-77 (75% known)

1:1 Accuracy F1-score

Intent Detection on BANKING77

Intent Detection on BANKING77 (25%known)

1:1 Accuracy F1-score

Intent Detection on OOS(25%known)

1:1 Accuracy F1-score

Intent Detection on OOS(50%known)

1:1 Accuracy F1-score

Intent Detection on OOS(75%known)

1:1 Accuracy F1-score

Intent Detection on ATIS (25% known)

Intent Detection on ATIS (50% known)

Intent Detection on ATIS (vi)

Intent Accuracy

Intent Detection on BANKING77 10-shot

Intent Detection on BANKING77 5-shot

Intent Detection on Banking_CG

Intent Detection on CAIS

Intent Detection on CLINC150

Intent Detection on CLINC150 10-shot

Intent Detection on CLINC150 5-shot

Intent Detection on Dialogue State Tracking Challenge

Intent Detection on HWU64

Intent Detection on HWU64 10-shot

Intent Detection on HWU64 5-shot

Intent Detection on MULTIWOZ 2.2

Intent Detection on OOS_CG

Intent Detection on ProSLU

Intent Detection on SNIPS (25% known)

Intent Detection on SNIPS (50% known)

Intent Detection on SNIPS (75% known)

Intent Detection on StackOverFlow(25%known)

1:1 Accuracy F1-score

Intent Detection on StackOverFlow(50%known)

1:1 Accuracy F1-score

Intent Detection on StackOverFlow(75%known)

1:1 Accuracy F1-score

Intent Detection on StackOverflow_CG