Machine Translation without a source text
What it is about
The authors propose an MT system that works without a prepared source text. A monolingual writer begins with a rough sketch of what they want to say, and the system acts as an «intelligent secretary» with knowledge of the foreign language. It asks the writer questions in a keyboard dialogue to collect what the target text needs, such as intention and register, which a finished source text would not state. The argument rests on the view that translation is under-constrained, and that domain knowledge, as in sublanguage approaches, fills the gap. The conclusion says that fully automatic high-quality MT is not to be expected, and that interactive systems should be explored. No evaluation is given in the part read.
Ideas
- I1. Record unresolved choices: when the encoder has two near-equal options for a meta token (for example a register or a form of address), log it as an open question with the verse and the cost of each option, rather than choosing silently. Per author, the log shows where a human decision would help.
- I2. Size the question load: count per verse how many choices the encoder leaves open, and report the share that a single extra fact (the author's register) would close. This measures whether questions are worth asking before any interactive design is built.
- I3. Domain knowledge as the sublanguage of the Bible pairs: the meta concepts and frame anchors already form a restricted domain. Write down, per book, which concepts are domain facts and which are the author's choice, so that the choices that need a question are the ones outside the domain.
For Mova
The question log is a natural form of the delta: an open choice can become an author override once a translator decides it. It is a measurable control for the author DELTA, since a choice that never changes the residual need not be asked. No interactive system is planned, and the idea is recorded for the translator's analysis only.
Cite
@inproceedings{somers1990machine,
title = {{Machine Translation without a source text}},
author = {Somers, Harold L. and Tsujii, Jun-ichi and Jones, Danny},
booktitle = {COLING 1990 Volume 3: Papers presented to the 13th International Conference on Computational Linguistics},
year = {1990},
url = {https://aclanthology.org/C90-3048/}
}References
- H. ARYrA, K. KOGURE, I. NOGAITO, H. MAEDA & H. IIDA (1987) 'Media ni izon suru kaiwa no y6shiki: dcnwakaiwa to kiib6do no kaiwai no hikaku (Media-dependent conversation manners: comparison of telephone and keyboard conversations)'. Jrh6 Short Gakkai 87.34 (Jbh5 Short Gakkai Kenkyh Hbkoku, Shizen Gengo Short 61-NLP-5, 1987.5.22). find
- C. BOITET (1989) 'Speech synthesis and Dialogue Based Machine Translation'. ATR Symposium on Basic Research for Telephone Interpretation, Kyoto, December 1989. Preprints, 6-5-1-9. find
- H. IIDA (1987) 'Distinctive features of conversations and inter-keyboard interpretation'. Workshop on Natural Language Dialogue Interpretation, Advanced Telecommunications Research Institute (ATR), Osaka, November 1987. find
- R.L. JOHNSON & P. WttlTELOCK (1987) 'Machine translation as an expert task'. In S. Nirenburg (ed)Machine translation: theoretical and methodological issues, Cambridge: Cambridge University Press, 136-144. find
- D. JONES & J. TsuJn (1990) 'High quality machine-driven text translation'. Third International Conference on Theoretical and Methodological Issues in Machine Translation of Natural Languages, Austin, Texas, June 1990. find
- M. KAY (1980) The proper place of men and machines in language translation. Research Report CSL-80-11. find
- Xerox Palo Alto Research Center, Palo Alto, California, October 1980. find
- M. KOSAKA, V. TELLER & R. GRISHMAN (1988) 'A sublanguage approach to Japanese-English machine translation'. In D. Maxwell, K. Schubert & T. Witkam (eds) New directions in machine translation, Dordrecht: Foris, 109-120. find
- J. LEHRBERGER & L. BOURBEAU (1988) Machine translation: Linguistic characteristics of MT systems and general methodology of evaluation. Amsterdam: John Benjamins. find
- A.K. MELBY (1982) 'Multi-level translation aids in a distributed system'. In J. Horeck9 (ed) COLING 82: Proceedings of the Ninth International Conference on Computational Linguistics, Amsterdam: North-Holland, 215-220. find
- S. MIIKE, K. HASEBE, H. SOMERS & S. AMANO (1988) 'Experiences with an on-line translating dialogue system'. 26th Annual Meeting of the Association for Computational Linguistics. find
- Buffalo, NY, June 1988. Proceedings, 155-162. find
- K. NAGASAKi (1971) (Hito ni warawarenai) Kotoba dzukai to hanashi kata. T6ky6: Bunwa Shobo. find
- R. REILLY (1989) 'Communication failure in dialogue: implications for natural language understanding'. In J. Peckham (ed) Recent developments and applications of Natural Language Processing, London: Kogan Page, 244-261. find
- A. ROTHKEGEL (1986) 'Textverstehen und Transfer in der maschinellen Ubersetzung'. In I. B~ttori & H.J. Weber (Hgg) Neue Ansiitze in Maschineller Ubersetzung: Wissensrepr'asen. ration und Textbezug, Tiibingen: Max Niemeyer Verlag, 197-227. find
- H. SAITO & M. TOMITA (1986) 'On automatic composition of stereotypic documents in foreign languages'. Presented at 1st Intemational Conference on Applications of Artificial Intelligence to Engineering Problerns, Southampton, April 1986. Research Report CMU-CS-86-107, Department of Computer Science, Carnegie-Mellon University. find
- M.G. STEER & F.W.M. STENTIFORD (1989) 'Speech language translation'. In J. Peckham (ed) Recent developments and applications of Natural Language Processing, London: Kogan Page, 129-140. find
- T. WACHTEL (1986) 'Pragmatic sensitivity in NL interfaces and the structure of conversation'. I Ith International Conference on Computational Linguistics, Proceedings of Coling '86, Bonn, 35-41. HJ. find
- WEBER (1987) Converging approaches in Machine Translation: domain knowledge and discours [sic] knowledge. Linguistic Agency University of Duisburg Series B, No.164. find
- P.J. WltlTELOCK, M.M. WOOD, B.J. CHANDLER, N. HOLDEN & H.J. HORSFALL (1986) 'Strategies for interactive machine translation: the experience and implications of the UMIST Japanese project', l lth International Conference on Computational Linguistics, Proceedings of Coling '86, Bonn, 329-334. find
- M.M. WOOD & B.J. CHANDLER (1988) 'Machine translation for monolinguals'. In D. Vargha (ed) COLtNG Budapest: Proceedings of the 1 2 t h International Conference on Computational Linguistics, Budapest: John yon Neumann Society for Computing Sciences, 760-763. find
This page in Markdown → https://md.mova.elamur.ai/free/en/docs/papers/somers-1990-machine-translation-without-source-text/