1 |
Shared computational principles for language processing in humans and deep language models
|
|
|
|
In: Nat Neurosci (2022)
|
|
BASE
|
|
Show details
|
|
3 |
Designing an Automatic Agent for Repeated Language based Persuasion Games ...
|
|
|
|
BASE
|
|
Show details
|
|
4 |
Combining Deep Generative Models and Multi-lingual Pretraining for Semi-supervised Document Classification ...
|
|
|
|
BASE
|
|
Show details
|
|
5 |
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ...
|
|
|
|
BASE
|
|
Show details
|
|
6 |
Model Compression for Domain Adaptation through Causal Effect Estimation ...
|
|
|
|
BASE
|
|
Show details
|
|
7 |
Parameter space factorization for zero-shot learning across tasks and languages ...
|
|
|
|
BASE
|
|
Show details
|
|
8 |
Parameter space factorization for zero-shot learning across tasks and languages
|
|
|
|
In: Transactions of the Association for Computational Linguistics, 9 (2021)
|
|
BASE
|
|
Show details
|
|
9 |
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ...
|
|
|
|
BASE
|
|
Show details
|
|
10 |
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity
|
|
|
|
In: ISSN: 0891-2017 ; EISSN: 1530-9312 ; Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-02975786 ; Computational Linguistics, Massachusetts Institute of Technology Press (MIT Press), 2020, 46 (4), pp.847-897 ; https://direct.mit.edu/coli/article/46/4/847/97326/Multi-SimLex-A-Large-Scale-Evaluation-of (2020)
|
|
BASE
|
|
Show details
|
|
11 |
Multidirectional Associative Optimization of Function-Specific Word Representations ...
|
|
|
|
Abstract:
We present a neural framework for learning associations between interrelated groups of words such as the ones found in Subject-Verb-Object (SVO) structures. Our model induces a joint function-specific word vector space, where vectors of e.g. plausible SVO compositions lie close together. The model retains information about word group membership even in the joint space, and can thereby effectively be applied to a number of tasks reasoning over the SVO structure. We show the robustness and versatility of the proposed framework by reporting state-of-the-art results on the tasks of estimating selectional preference and event similarity. The results indicate that the combinations of representations learned with our task-independent model outperform task-specific architectures from prior work, while reducing the number of parameters by up to 95%. ...
|
|
URL: https://www.repository.cam.ac.uk/handle/1810/306833 https://dx.doi.org/10.17863/cam.53924
|
|
BASE
|
|
Hide details
|
|
12 |
CausaLM: Causal Model Explanation Through Counterfactual Language Models ...
|
|
|
|
BASE
|
|
Show details
|
|
13 |
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ...
|
|
|
|
BASE
|
|
Show details
|
|
14 |
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity ...
|
|
|
|
BASE
|
|
Show details
|
|
15 |
The Secret is in the Spectra: Predicting Cross-lingual Task Performance with Spectral Similarity Measures ...
|
|
|
|
BASE
|
|
Show details
|
|
16 |
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity ...
|
|
|
|
BASE
|
|
Show details
|
|
17 |
The Secret is in the Spectra: Predicting Cross-Lingual Task Performance with Spectral Similarity Measures ...
|
|
|
|
BASE
|
|
Show details
|
|
18 |
The Secret is in the Spectra: Predicting Cross-Lingual Task Performance with Spectral Similarity Measures
|
|
|
|
BASE
|
|
Show details
|
|
19 |
Multidirectional Associative Optimization of Function-Specific Word Representations
|
|
Gerz, Daniela; Vulic, Ivan; Rei, Marek. - : Association for Computational Linguistics, 2020. : 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020
|
|
BASE
|
|
Show details
|
|
20 |
Modeling Language Variation and Universals: A Survey on Typological Linguistics for Natural Language Processing
|
|
|
|
In: ISSN: 0891-2017 ; EISSN: 1530-9312 ; Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-02425462 ; Computational Linguistics, Massachusetts Institute of Technology Press (MIT Press), 2019, 45 (3), pp.559-601. ⟨10.1162/coli_a_00357⟩ ; https://www.mitpressjournals.org/doi/abs/10.1162/coli_a_00357 (2019)
|
|
BASE
|
|
Show details
|
|
|
|