Papers with Response Selection
Do LLMs suffer from Multi-Party Hangover? A Diagnostic Approach to Addressee Recognition and Response Selection in Conversations (2024.emnlp-main)
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| Challenge: | Conventional evaluation methods often overlook variances in model behavior across different levels of structural complexity on interaction graphs. |
| Approach: | They propose a methodological pipeline to investigate model performance across structural attributes of conversations. |
| Outcome: | The proposed method analyzes the performance of an LLM to classify multi-party conversations . it shows that response selection relies more on the textual content of conversations compared to addressee recognition . |
Injecting Domain Knowledge in Language Models for Task-oriented Dialogue Systems (2022.emnlp-main)
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| Challenge: | Pre-trained language models lack domain-specific knowledge that does not naturally occur in pre-training data. |
| Approach: | They propose to inject domain-specific knowledge prior to fine-tuning on TOD tasks by using adapters that can be easily integrated with PLMs. |
| Outcome: | The proposed methods show that they can inject domain-specific knowledge prior to fine-tuning on TOD tasks. |