81 |
Uncertainty Detection as Approximate Max-Margin Sequence Labelling
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In: http://people.dsv.su.se/%7Ehercules/papers/taeckstroem_et_al_conll_final_2010.pdf
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82 |
Evaluating Learning Language Representations
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In: http://www.cl.cam.ac.uk/%7Ealk23/paper_24.pdf
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Abstract:
Abstract. Machine learning offers significant benefits for systems that process and understand natural language: a) lower maintenance and up-keep costs than when using manually-constructed resources, b) easier portability to new domains, tasks, or languages, and c) robust and timely adaptation to situation-specific settings. However, the behaviour of an adaptive system is less predictable than when using an edited, stable re-source, which makes quality control a continuous issue. This paper pro-poses an evaluation benchmark for measuring the quality, coverage, and stability of a natural language system as it learns word meaning. Inspired by existing tests for human vocabulary learning, we outline measures for the quality of semantic word representations, such as when learning word embeddings or other distributed representations. These measures high-light differences between the types of underlying learning processes as systems ingest progressively more data.
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Keyword:
language representations; semantic spaces; word embeddings
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URL: http://www.cl.cam.ac.uk/%7Ealk23/paper_24.pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.699.1498
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83 |
Natural Language Information Retrieval: TREC-7 Report
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In: http://trec.nist.gov/pubs/trec7/papers/ge.pdf.gz
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84 |
Proceedings of the Third NTCIR Workshop English-Japanese Cross-lingual Query Expansion Using Random Indexing of Aligned Bilingual Text Data
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In: http://www.mt-archive.info/NTCIR-2002-Sahlgren.pdf
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85 |
2004. Dictionary-based Amharic - English Information Retrieval
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In: http://www.sics.se/%7Ejussi/Artiklar/2004_CLEF_Bath/SU_SICS_CLEF04.pdf
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86 |
Dictionary based Amharic- English Information Retrieval
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In: http://www.sics.se/~jussi/Artiklar/2004_CLEF_Bath/arkiv/report2 Folder/clef_aack.pdf
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87 |
Dictionary based Amharic- English Information Retrieval
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In: http://www.sics.se/~jussi/Artiklar/2004_CLEF_Bath/arkiv/aack/clef_aack.pdf
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88 |
Proceedings of the Third NTCIR Workshop English-Japanese Cross-lingual Query Expansion Using Random Indexing of Aligned Bilingual Text Data
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In: http://research.nii.ac.jp/ntcir/workshop/OnlineProceedings3/NTCIR3-PATENT-SahlgrenM.pdf
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89 |
Experiments to investigate the utility of nearest neighbour metrics based on linguistically informed features for detecting textual plagiarism
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In: http://soda.swedish-ict.se/4150/1/nodalida2011-pa.pdf
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