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Hits 61 – 80 of 1.464

61
Levi Graph AMR Parser using Heterogeneous Attention ...
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62
Structure-Augmented Keyphrase Generation ...
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63
OutFlip: Generating Examples for Unknown Intent Detection with Natural Language Attack ...
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64
Iconary: A Pictionary-Based Game for Testing Multimodal Communication with Drawings and Text ...
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65
CLIPScore: A Reference-free Evaluation Metric for Image Captioning ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.595/ Abstract: Image captioning has conventionally relied on reference-based automatic evaluations, where machine captions are compared against captions written by humans. This is in contrast to the reference-free manner in which humans assess caption quality. In this paper, we report the surprising empirical finding that CLIP (Radford et al., 2021), a cross-modal model pretrained on 400M image+caption pairs from the web, can be used for robust automatic evaluation of image captioning without the need for references. Experiments spanning several corpora demonstrate that our new reference-free metric, CLIPScore, achieves the highest correlation with human judgements, outperforming existing reference-based metrics like CIDEr and SPICE. Information gain experiments demonstrate that CLIPScore, with its tight focus on image-text compatibility, is complementary to existing reference-based metrics that emphasize text-text similarities. Thus, we also ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://dx.doi.org/10.48448/8nqz-5843
https://underline.io/lecture/37364-clipscore-a-reference-free-evaluation-metric-for-image-captioning
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66
SituatedQA: Incorporating Extra-Linguistic Contexts into QA ...
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67
Moral Stories: Situated Reasoning about Norms, Intents, Actions, and their Consequences ...
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68
Revising the Scope of Linguistic Relativity: Language Influences Perception in Non-linguistic Tasks ...
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69
DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-Experts ...
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70
RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases ...
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71
Challenges in Automated Debiasing for Toxic Language Detection ...
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72
Analyzing Zero-shot Cross-lingual Transfer in Supervised NLP Tasks ...
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73
Improving Lexically Constrained Neural Machine Translation with Source-Conditioned Masked Span Prediction ...
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74
NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics ...
Lu, Ximing; Welleck, Sean; West, Peter. - : arXiv, 2021
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75
Quantifying Sources of Variability in Infancy Research Using the Infant-Directed-Speech Preference
Bergmann, Christina; Nave, Karli M; Seidl, Amanda. - : SAGE Publications, 2021
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76
Outcome of cochlear implantation in the worse ear of post-lingual asymmetric hearing loss: elucidation of prognostic markers ...
Sang-Youp Lee; Goun Choe; Sang-Yeon Lee. - : Taylor & Francis, 2021
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77
Outcome of cochlear implantation in the worse ear of post-lingual asymmetric hearing loss: elucidation of prognostic markers ...
Sang-Youp Lee; Goun Choe; Sang-Yeon Lee. - : Taylor & Francis, 2021
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78
sensorimotor influences on speech perception ...
Choi, Dawoon. - : Open Science Framework, 2021
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79
Improved Text Summarization of News Articles Using GA-HC and PSO-HC
In: Applied Sciences ; Volume 11 ; Issue 22 (2021)
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80
The Effect of Mechanical Tongue Cleaning on Oral Malodor and Tongue Coating
In: International Journal of Environmental Research and Public Health; Volume 19; Issue 1; Pages: 108 (2021)
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