Essays about: "entailment"

Found 4 essays containing the word entailment.

  1. 1. Natural Language Inference Transfer Learning in a Multi-Task Contract Dataset : In the Case of ContractNLI: a Document Information Extraction System

    University essay from Uppsala universitet/Institutionen för lingvistik och filologi

    Author : Yiu Kei Tang; [2023]
    Keywords : ;

    Abstract : This thesis investigates the enhancement of legal contract Natural Language Inference (NLI) classification through supervised fine-tuning on general domain NLI, in the case of ContractNLI and Span NLI BERT (Koreeda and Manning, 2021), a multi-task document information extraction dataset and framework. Annotated datasets of a specific professional domain are scarce due to the high time and labour cost required to create them. READ MORE

  3. 2. Methods for data and user efficient annotation for multi-label topic classification

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Agnieszka Miszkurka; [2022]
    Keywords : Natural Language Processing; Multi-label text classification; Active Learning; Zero-shot learning; Data Augmentation; Data-centric AI; Naturlig språkbehandling; Textklassificering med multipla klasser; Active Learning; Zero-shot learning; Data Augmentation; Datacentrerad AI;

    Abstract : Machine Learning models trained using supervised learning can achieve great results when a sufficient amount of labeled data is used. However, the annotation process is a costly and time-consuming task. There are many methods devised to make the annotation pipeline more user and data efficient. READ MORE

  4. 3. Explainable Multimodal Fusion

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Jaweriah Alvi; [2021]
    Keywords : Multimodal; Explainability; Fusion; Interpretability; Multimodal; förklarbarhet; fusion; tolkbarhet;

    Abstract : Recently, there has been a lot of interest in explainable predictions, with new explainability approaches being created for specific data modalities like images and text. However, there is a dearth of understanding and minimal exploration in terms of explainability in the multimodal machine learning domain, where diverse data modalities are fused together in the model. READ MORE

  5. 4. Semantics and Implementation of Knowledge Operators in Approximate Databases

    University essay from Institutionen för datavetenskap

    Author : Kristoffer Sjö; [2004]
    Keywords : Datalogi; knowledge representation; approximate database; knowledge operator; know whether; algorithmic knowledge; knowledge-based planning; Datalogi;

    Abstract : In order that epistemic formulas might be coupled with approximate databases, it is necessary to have a well-defined semantics for the knowledge operator and a method of reducing epistemic formulas to approximate formulas. In this thesis, two possible definitions of a semantics for the knowledge operator are proposed for use together with an approximate relational database: * One based upon logical entailment (being the dominating notion of knowledge in literature); sound and complete rules for reduction to approximate formulas are explored and found not to be applicable to all formulas. READ MORE