Acute-eval: Dialogue Evaluation and Machine Translation
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Questions and Answers

What is the title of the workshop where the paper 'Retrieve and refine: Improved sequence generation models for dialogue' was presented?

  • 8th AAAI Symposium on Educational Advances in Artificial Intelligence
  • Thirty-Second AAAI Conference on Artificial Intelligence
  • 3rd International Conference on Learning Representations
  • 2nd International Workshop on Search-Oriented Conversational AI (correct)
  • Which of the following authors is associated with the Transformers model?

  • Jason Weston
  • Shiyue Zhang
  • Mo Yu
  • Thomas Wolf (correct)
  • What is the name of the conference where the paper 'Evidence aggregation for answer re-ranking in open-domain question answering' was presented?

  • EMNLP
  • ICLR (correct)
  • AAAI
  • ILCR
  • What is the title of the paper by Jason Weston, Sumit Chopra, and Antoine Bordes?

    <p>Memory networks</p> Signup and view all the answers

    Which of the following authors is associated with the paper 'Retrieve and refine: Improved sequence generation models for dialogue'?

    <p>Jason Weston</p> Signup and view all the answers

    What is the title of the paper by Shiyue Zhang and Mohit Bansal?

    <p>Not mentioned</p> Signup and view all the answers

    What is the name of the conference where the paper 'Retrieve and refine: Improved sequence generation models for dialogue' was presented?

    <p>EMNLP</p> Signup and view all the answers

    Which of the following authors is associated with the paper 'Evidence aggregation for answer re-ranking in open-domain question answering'?

    <p>Shuohang Wang</p> Signup and view all the answers

    What is the title of the conference where the paper 'Huggingface's transformers: State-of-the-art natural language processing' was presented?

    <p>ArXiv</p> Signup and view all the answers

    Which of the following authors is associated with the paper 'Memory networks'?

    <p>Jason Weston</p> Signup and view all the answers

    Study Notes

    Dialogue Evaluation

    • Acute-eval is a method for evaluating dialogue systems with optimized questions and multi-turn comparisons
    • It has been used in various studies to evaluate the performance of dialogue models

    Neural Machine Translation

    • Robust neural machine translation combines textual and phonetic embedding to improve translation accuracy
    • This approach has been shown to be effective in improving translation quality

    Text Generation

    • Generating Wikipedia by summarizing long sequences involves using neural networks to generate text
    • This approach has been used to generate coherent and informative text
    • Efficient and robust approximate nearest neighbor search uses hierarchical navigable small world graphs
    • This approach has been shown to be effective in improving the efficiency of nearest neighbor search

    Artificial Intelligence

    • The next decade in AI: four steps towards robust artificial intelligence outlines the importance of robustness in AI systems
    • The authors propose four key steps towards achieving robust AI systems

    Decoding Strategies

    • The verifiability of generated text is affected by decoding strategies
    • Understanding the impact of decoding strategies is important for evaluating the quality of generated text

    Mixed Precision Training

    • Mixed precision training involves using different precision formats for different parts of a neural network
    • This approach has been shown to improve the efficiency of neural network training

    Conversation Systems

    • Exploiting background knowledge is important for building conversation systems
    • Using background knowledge can help improve the coherence and relevance of responses generated by conversation systems

    Hierarchical Neural Story Generation

    • Hierarchical neural story generation involves generating stories using hierarchical neural networks
    • This approach has been used to generate coherent and engaging stories

    Long Form Question Answering

    • ELI5: Long form question answering involves generating answers to long form questions
    • This approach has been used to improve the ability of language models to answer long form questions

    Augmenting Transformers

    • Augmenting transformers with KNN-based composite memory improves the performance of transformers
    • This approach has been shown to be effective in improving the performance of transformers

    Entities as Experts

    • Entities as experts: Sparse memory access with entity supervision involves using entities as experts to improve memory access
    • This approach has been shown to be effective in improving the performance of memory access

    Knowledge-Grounded Neural Conversation Model

    • A knowledge-grounded neural conversation model involves using knowledge to improve the coherence and relevance of responses
    • This approach has been used to improve the ability of conversation models to generate coherent and relevant responses

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    Description

    This quiz covers the concepts of acute-eval, a dialogue evaluation method, and its applications in machine translation with optimized questions and comparisons.

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