Correct Metadata for
Abstract
Movie subtitle translation is inherently multimodal, yet text-only systems often miss visual cues needed to convey emotion, action, and social nuance, especially for low-resource Indic languages (English to Hindi, Bengali, Telugu, Tamil and Kannada). We present a case study on five full-length films and compare two lightweight visual grounding strategies: structured attribute summaries from a 5-minute sliding window and free-text summaries of inter-subtitle visual gaps. Our analysis shows that temporal misalignment between subtitles and frames is a major obstacle in long-form video, often rendering indiscriminate visual grounding ineffective. However, oracle selective grounding, which replaces only the lowest-quality 20-30- Anthology ID:
- 2026.eamt-2.28
- Volume:
- Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2)
- Month:
- June
- Year:
- 2026
- Address:
- Tilburg, The Netherlands
- Editors:
- Dimitar Shterionov, Eva Vanmassenhove, Mirella De Sisto, Fred Blain, Javad Pourmostafa Roshan Sharami, Lisa Lepp, Chiara Manna, Argentina Anna Rescigno, Alina Karakanta, Ayla Rigouts Terryn, Manuel Lardelli, Natalia Resende, Elena Murgolo, Janiça Hackenbuchner, Anna Zaretskaya, Miquel Esplà-Gomis, Thierry Etchegoyhen, Dagmar Gromann, Rachel Bawden, Barry Haddow, Sara Szoc, Mikel Forcada, Helena Moniz
- Venue:
- EAMT
- SIG:
- Publisher:
- European Association for Machine Translation
- Note:
- Pages:
- 80–90
- Language:
- URL:
- https://aclanthology.org/2026.eamt-2.28/
- DOI:
- Bibkey:
- Cite (ACL):
- Tarun Chintada, Kshetrimayum Boynao Singh, and Asif Ekbal. 2026. Towards Visually-Guided Movie Subtitle Translation for Indic Languages. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2), pages 80–90, Tilburg, The Netherlands. European Association for Machine Translation.
- Cite (Informal):
- Towards Visually-Guided Movie Subtitle Translation for Indic Languages (Chintada et al., EAMT 2026)
- Copy Citation:
- PDF:
- https://aclanthology.org/2026.eamt-2.28.pdf
Export citation
@inproceedings{chintada-etal-2026-towards,
title = "Towards Visually-Guided Movie Subtitle Translation for {I}ndic Languages",
author = "Chintada, Tarun and
Singh, Kshetrimayum Boynao and
Ekbal, Asif",
editor = "Shterionov, Dimitar and
Vanmassenhove, Eva and
De Sisto, Mirella and
Blain, Fred and
Pourmostafa Roshan Sharami, Javad and
Lepp, Lisa and
Manna, Chiara and
Rescigno, Argentina Anna and
Karakanta, Alina and
Rigouts Terryn, Ayla and
Lardelli, Manuel and
Resende, Natalia and
Murgolo, Elena and
Hackenbuchner, Jani{\c{c}}a and
Zaretskaya, Anna and
Espl{\`a}-Gomis, Miquel and
Etchegoyhen, Thierry and
Gromann, Dagmar and
Bawden, Rachel and
Haddow, Barry and
Szoc, Sara and
Forcada, Mikel and
Moniz, Helena",
booktitle = "Proceedings of the 26th Annual Conference of the {E}uropean Association for Machine Translation (Volume 2)",
month = jun,
year = "2026",
address = "Tilburg, The Netherlands",
publisher = "European Association for Machine Translation",
url = "https://aclanthology.org/2026.eamt-2.28/",
pages = "80--90",
ISBN = "9789403901404",
abstract = "Movie subtitle translation is inherently multimodal, yet text-only systems often miss visual cues needed to convey emotion, action, and social nuance, especially for low-resource Indic languages (English to Hindi, Bengali, Telugu, Tamil and Kannada). We present a case study on five full-length films and compare two lightweight visual grounding strategies: structured attribute summaries from a 5-minute sliding window and free-text summaries of inter-subtitle visual gaps. Our analysis shows that temporal misalignment between subtitles and frames is a major obstacle in long-form video, often rendering indiscriminate visual grounding ineffective. However, oracle selective grounding, which replaces only the lowest-quality 20-30"
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%0 Conference Proceedings %T Towards Visually-Guided Movie Subtitle Translation for Indic Languages %A Chintada, Tarun %A Singh, Kshetrimayum Boynao %A Ekbal, Asif %Y Shterionov, Dimitar %Y Vanmassenhove, Eva %Y De Sisto, Mirella %Y Blain, Fred %Y Pourmostafa Roshan Sharami, Javad %Y Lepp, Lisa %Y Manna, Chiara %Y Rescigno, Argentina Anna %Y Karakanta, Alina %Y Rigouts Terryn, Ayla %Y Lardelli, Manuel %Y Resende, Natalia %Y Murgolo, Elena %Y Hackenbuchner, Janiça %Y Zaretskaya, Anna %Y Esplà-Gomis, Miquel %Y Etchegoyhen, Thierry %Y Gromann, Dagmar %Y Bawden, Rachel %Y Haddow, Barry %Y Szoc, Sara %Y Forcada, Mikel %Y Moniz, Helena %S Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2) %D 2026 %8 June %I European Association for Machine Translation %C Tilburg, The Netherlands %@ 9789403901404 %F chintada-etal-2026-towards %X Movie subtitle translation is inherently multimodal, yet text-only systems often miss visual cues needed to convey emotion, action, and social nuance, especially for low-resource Indic languages (English to Hindi, Bengali, Telugu, Tamil and Kannada). We present a case study on five full-length films and compare two lightweight visual grounding strategies: structured attribute summaries from a 5-minute sliding window and free-text summaries of inter-subtitle visual gaps. Our analysis shows that temporal misalignment between subtitles and frames is a major obstacle in long-form video, often rendering indiscriminate visual grounding ineffective. However, oracle selective grounding, which replaces only the lowest-quality 20-30 %U https://aclanthology.org/2026.eamt-2.28/ %P 80-90
Markdown (Informal)
[Towards Visually-Guided Movie Subtitle Translation for Indic Languages](https://aclanthology.org/2026.eamt-2.28/) (Chintada et al., EAMT 2026)
- Towards Visually-Guided Movie Subtitle Translation for Indic Languages (Chintada et al., EAMT 2026)
ACL
- Tarun Chintada, Kshetrimayum Boynao Singh, and Asif Ekbal. 2026. Towards Visually-Guided Movie Subtitle Translation for Indic Languages. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2), pages 80–90, Tilburg, The Netherlands. European Association for Machine Translation.