Dr Jeff Dalton
- Senior Lecturer (Computing Science)
telephone:
0141 330 4470
email:
Jeff.Dalton@glasgow.ac.uk
https://orcid.org/0000-0003-2422-8651Biography
Dr Dalton completed his PhD in 2014 from the University of Massachusetts Amherst at the Center for Intelligent Information Retrieval (CIIR), a leading international research group in search. After completing his PhD, he joined Google Research studying information extraction with the Knowledge Discovery team (led by Kevin Murphy and Evgeniy Gabrilovich). His experience at Google also includes contributing to the launch of Sympton Search and as a developer in the Google Assistant NLU team.
Research interests
My research interests focus on the intersection of natural language understanding and information seeking systems. I study methods for effectively creating and leveraging knowledge resources (such as Knowledge Graphs) for complex tasks. Application areas of interest include: health and biomedical, travel and food, science and engineering, and history.
I lead the Glasgow Representation and Information Learning Lab (GRILL).
- GRILL Lab website: https://grilllab.ai
- Personal website: http://www.dcs.gla.ac.uk/~jeff/
Publications
Number of items: 31.
2023
Dalla Serra, F., Wang, C., Deligianni, F. , Dalton, J. and O’Neil, A. (2023) Finding-Aware Anatomical Tokens for Chest X-Ray Automated Reporting. In: MLMI 2023, Vancouver, Canada, 8 October 2023, (Accepted for Publication)
Rossetto, F., Dalton, J. and Murray-Smith, R. (2023) Generating Multimodal Augmentations with LLMs from Song Metadata for Music Information Retrieval. In: 1st Workshop on Large Generative Models Meet Multimodal Application (LGM3A), Ottawa, Canada, 2 November 2023, (Accepted for Publication)
Mackie, I., Chatterjee, S. and Dalton, J. (2023) Generative Relevance Feedback with Large Language Models. In: SIGIR 2023: 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, Taipei, Taiwan, 23-27 Jul 2023, (Accepted for Publication)
Owoicho, P. O., Sekulić, I., Aliannejadi, M., Dalton, J. and Crestani, F. (2023) Exploiting Simulated User Feedback for Conversational Search: Ranking, Rewriting, and Beyond. In: 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR23), Taipei, Taiwan, 23-27 July 2023, (Accepted for Publication)
2022
Dalla Serra, F., Clackett, W., Wang, C., MacKinnon, H., Deligianni, F. , Dalton, J. and O’Neil, A. Q. (2022) Multimodal Generation of Radiology Reports using Knowledge-Grounded Extraction of Entities and Relations. In: 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2022), Online, 20-23 November 2022, pp. 615-624. ISBN 9781955917650
Fischer, S. , Gemmell, C., Mackie, I. and Dalton, J. (2022) VILT: Video Instructions Linking for Complex Tasks. In: 2nd International Workshop on Interactive Multimedia Retrieval (IMuR’22), 14th October 2022, Lisbon, Portugal, pp. 41-47. ISBN 9781450394970 (doi: 10.1145/3552467.3554794)
Tun, Z. Y., Speggiorin, A., Dalton, J. and Stamper, M. (2022) COMEX: A Multi-task Benchmark for Knowledge-grounded COnversational Media EXploration. In: Conversational User Interfaces (CUI 2022), Glasgow, UK, 26-28 July 2022, p. 11. ISBN 9781450397391 (doi: 10.1145/3543829.3543830)
Gemmell, C., Mackie, I., Owoicho, P. O., Rossetto, F., Fischer, S. and Dalton, J. (2022) GRILLBot: A Multi-modal Conversational Agent for Complex Real-world Tasks. In: 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL 2022), Edinburgh, UK, 7-9 Sept 2022, pp. 654-658.
Dalla Serra, F., Jacenkow, G., Deligianni, F. , Dalton, J. and O’Neil, A. Q. (2022) Improving Image Representations via MoCo Pre-Training for Multimodal CXR Classification. In: 26th UK Conference on Medical Image Understanding and Analysis (MIUA 2022), University of Cambridge, 27-29 July 2022, pp. 623-635. ISBN 9783031120527 (doi: 10.1007/978-3-031-12053-4_46)
Mackie, I., Owoicho, P., Gemmell, C., Fischer, S. , MacAvaney, S. and Dalton, J. (2022) CODEC: Complex Document and Entity Collection. In: SIGIR 2022: 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, 11-15 Jul 2022, pp. 3067-3077. ISBN 9781450387323 (doi: 10.1145/3477495.3531712)
Speggiorin, A., Dalton, J. and Leuski, A. (2022) TaskMAD: a Platform for Multimodal Task-Centric Knowledge-Grounded Conversational Experimentation. In: SIGIR 2022: 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, 11-15 Jul 2022, pp. 3240-3244. ISBN 9781450387323 (doi: 10.1145/3477495.3531679)
Naseri, S., Dalton, J. , Yates, A. and Allan, J. (2022) CEQE to SQET: a study of contextualized embeddings for query expansion. Information Retrieval, 25(2), pp. 184-208. (doi: 10.1007/s10791-022-09405-y)
Manotumruksa, J., Dalton, J. , Meij, E. and Yilmaz, E. (2022) Similarity-based Multi-Domain Dialogue State Tracking with Copy Mechanisms for Task-based Virtual Personal Assistants. In: ACM Web Conference 2022, Lyon, France, 25-29 April 2022, pp. 2006-2014. ISBN 9781450390965 (doi: 10.1145/3485447.3512074)
Zamani, H., Trippas, J. R., Dalton, J. and Radlinski, F. (2022) Conversational Information Seeking: An Introduction to Conversational Search, Recommendation, and Question Answering. now Books. (Accepted for Publication)
Dalla Serra, F., Deligianni, F. , Dalton, J. and O'Neil, A. Q. (2022) CMRE-UoG team at ImageCLEFmedical Caption 2022: Concept Detection and Image Captioning. In: CLEF 2022: Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5–8, 2022, pp. 1381-1390.
2021
Jose, K. M., Nguyen, T., MacAvaney, S. , Dalton, J. and Yates, A. (2021) DiffIR: Exploring Differences in Ranking Models' Behavior. In: SIGIR 2021: 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 11-15 July 2021, pp. 2595-2599. (doi: 10.1145/3404835.3462784)
Mackie, I., Dalton, J. and Yates, A. (2021) How Deep is your Learning: the DL-HARD Annotated Deep Learning Dataset. In: SIGIR 2021: 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 11-15 July 2021, pp. 2335-2341. (doi: 10.1145/3404835.3463262)
Aliannejadi, M., Kiseleva, J., Chuklin, A., Dalton, J. and Burtsev, M. (2021) Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions. In: 2021 Conference on Empirical Methods in Natural Language Processing, Punta Cana, Dominican Republic, 07-11 Nov 2021, pp. 4473-4484. ISBN 9781955917094
Manotumruksa, J., Dalton, J. , Meij, E. and Yilmaz, E. (2021) Improving Dialogue State Tracking with Turn-based Loss Function and Sequential Data Augmentation. In: Findings of the Association for Computational Linguistics: EMNLP 2021, Punta Cana, Dominican Republic, 07-11 Nov 2021, pp. 1674-1683. ISBN 9781955917100
Naseri, S., Dalton, J. , Yates, A. and Allan, J. (2021) CEQE: Contextualized Embeddings for Query Expansion. In: 43rd European Conference on IR Research, ECIR 2021, 28 Mar - 1 Apr 2021, ISBN 9783030721121 (doi: 10.1007/978-3-030-72113-8_31)
2020
Czyzewski, A., Dalton, J. and Leuski, A. (2020) Agent Dialogue: A Platform for Conversational Information Seeking Experimentation. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 2121-2124. ISBN 9781450380164 (doi: 10.1145/3397271.3401397)
Dalton, J. , Xiong, C., Kumar, V. and Callan, J. (2020) CAsT-19: A Dataset for Research on Conversational Information Seeking. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 1985-1988. ISBN 9781450380164 (doi: 10.1145/3397271.3401206)
Gemmell, C., Dalton, J. and Rossetto, F. (2020) Relevance Transformer: Generating Concise Code Snippets with Relevance Feedback. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 2005-2008. ISBN 9781450380164 (doi: 10.1145/3397271.3401215)
Manotumruksa, J., Dalton, J. , Meij, E. and Yilmaz, E. (2020) CrossBERT: a Triplet Neural Architecture for Ranking Entity Properties. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 2049-2052. ISBN 9781450380164 (doi: 10.1145/3397271.3401265)
Dietz, L. and Dalton, J. (2020) Humans optional? Automatic large-scale test collections for entity, passage, and entity-passage retrieval. Datenbank-Spektrum, 20, pp. 17-28. (doi: 10.1007/s13222-020-00334-y)
Jones, Y., Deligianni, F. and Dalton, J. (2020) Improving ECG Classification Interpretability Using Saliency Maps. In: 20th IEEE International Conference on BioInformatics and BioEngineering, 26-28 Oct 2020, pp. 675-682. ISBN 9781728195742 (doi: 10.1109/BIBE50027.2020.00114)
2019
Dalton, J. , Naseri, S., Dietz, L. and Allan, J. (2019) Local and global query expansion for hierarchical complex topics. In: Azzopardi, L., Stein, B., Fuhr, N., Mayr, P., Hauff, C. and Hiemstra, D. (eds.) Advances in Information Retrieval: 41st European Conference on IR Research, ECIR 2019, Cologne, Germany, April 14–18, 2019. Series: Lecture Notes in Computer Science (11437). Springer, pp. 290-303. ISBN 9783030157111 (doi: 10.1007/978-3-030-15712-8_19)
2018
Dalton, J. and Foley, J. (2018) Search Agent Model: a Conceptual Framework for Search by Algorithms and Agent Systems. In: 1st Biennial Conference on Design of Experimental Search & Information Retrieval Systems (DESIRES 2018), Bertinoro, Italy, 29-31 Aug 2018, pp. 22-28.
Dalton, J. , Ajayi, V. and Main, R. (2018) Vote Goat: Conversational Movie Recommendation. In: 41st International ACM SIGIR Conference on Research and Development in Information Retrieval, Ann Arbor, MI, USA, 8-12 Jul 2018, pp. 1285-1288. ISBN 9781450356572 (doi: 10.1145/3209978.3210168)
Azzopardi, L., Dubiel, M., Halvey, M. and Dalton, J. (2018) Conceptualizing Agent-Human Interactions during the Conversational Search Process. 2nd International Workshop on Conversational Approaches to Information Retrieval (CAIR'18), Ann Arbor, MI, USA, 12 Jul 2018. (Accepted for Publication)
2014
Dalton, J. , Dietz, L. and Allan, J. (2014) Entity Query Feature Expansion Using Knowledge Base Links. In: 37th International ACM SIGIR Conference on Research and Development in Information Retrieval, Gold Coast, Qld, Australia, 6-11 Jul 2014, pp. 365-374. ISBN 9781450322577 (doi: 10.1145/2600428.2609628)
This list was generated on Fri Sep 22 14:41:10 2023 BST.
Number of items: 31.
Articles
Naseri, S., Dalton, J. , Yates, A. and Allan, J. (2022) CEQE to SQET: a study of contextualized embeddings for query expansion. Information Retrieval, 25(2), pp. 184-208. (doi: 10.1007/s10791-022-09405-y)
Dietz, L. and Dalton, J. (2020) Humans optional? Automatic large-scale test collections for entity, passage, and entity-passage retrieval. Datenbank-Spektrum, 20, pp. 17-28. (doi: 10.1007/s13222-020-00334-y)
Books
Zamani, H., Trippas, J. R., Dalton, J. and Radlinski, F. (2022) Conversational Information Seeking: An Introduction to Conversational Search, Recommendation, and Question Answering. now Books. (Accepted for Publication)
Book Sections
Dalton, J. , Naseri, S., Dietz, L. and Allan, J. (2019) Local and global query expansion for hierarchical complex topics. In: Azzopardi, L., Stein, B., Fuhr, N., Mayr, P., Hauff, C. and Hiemstra, D. (eds.) Advances in Information Retrieval: 41st European Conference on IR Research, ECIR 2019, Cologne, Germany, April 14–18, 2019. Series: Lecture Notes in Computer Science (11437). Springer, pp. 290-303. ISBN 9783030157111 (doi: 10.1007/978-3-030-15712-8_19)
Conference or Workshop Item
Azzopardi, L., Dubiel, M., Halvey, M. and Dalton, J. (2018) Conceptualizing Agent-Human Interactions during the Conversational Search Process. 2nd International Workshop on Conversational Approaches to Information Retrieval (CAIR'18), Ann Arbor, MI, USA, 12 Jul 2018. (Accepted for Publication)
Conference Proceedings
Dalla Serra, F., Wang, C., Deligianni, F. , Dalton, J. and O’Neil, A. (2023) Finding-Aware Anatomical Tokens for Chest X-Ray Automated Reporting. In: MLMI 2023, Vancouver, Canada, 8 October 2023, (Accepted for Publication)
Rossetto, F., Dalton, J. and Murray-Smith, R. (2023) Generating Multimodal Augmentations with LLMs from Song Metadata for Music Information Retrieval. In: 1st Workshop on Large Generative Models Meet Multimodal Application (LGM3A), Ottawa, Canada, 2 November 2023, (Accepted for Publication)
Mackie, I., Chatterjee, S. and Dalton, J. (2023) Generative Relevance Feedback with Large Language Models. In: SIGIR 2023: 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, Taipei, Taiwan, 23-27 Jul 2023, (Accepted for Publication)
Owoicho, P. O., Sekulić, I., Aliannejadi, M., Dalton, J. and Crestani, F. (2023) Exploiting Simulated User Feedback for Conversational Search: Ranking, Rewriting, and Beyond. In: 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR23), Taipei, Taiwan, 23-27 July 2023, (Accepted for Publication)
Dalla Serra, F., Clackett, W., Wang, C., MacKinnon, H., Deligianni, F. , Dalton, J. and O’Neil, A. Q. (2022) Multimodal Generation of Radiology Reports using Knowledge-Grounded Extraction of Entities and Relations. In: 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2022), Online, 20-23 November 2022, pp. 615-624. ISBN 9781955917650
Fischer, S. , Gemmell, C., Mackie, I. and Dalton, J. (2022) VILT: Video Instructions Linking for Complex Tasks. In: 2nd International Workshop on Interactive Multimedia Retrieval (IMuR’22), 14th October 2022, Lisbon, Portugal, pp. 41-47. ISBN 9781450394970 (doi: 10.1145/3552467.3554794)
Tun, Z. Y., Speggiorin, A., Dalton, J. and Stamper, M. (2022) COMEX: A Multi-task Benchmark for Knowledge-grounded COnversational Media EXploration. In: Conversational User Interfaces (CUI 2022), Glasgow, UK, 26-28 July 2022, p. 11. ISBN 9781450397391 (doi: 10.1145/3543829.3543830)
Gemmell, C., Mackie, I., Owoicho, P. O., Rossetto, F., Fischer, S. and Dalton, J. (2022) GRILLBot: A Multi-modal Conversational Agent for Complex Real-world Tasks. In: 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL 2022), Edinburgh, UK, 7-9 Sept 2022, pp. 654-658.
Dalla Serra, F., Jacenkow, G., Deligianni, F. , Dalton, J. and O’Neil, A. Q. (2022) Improving Image Representations via MoCo Pre-Training for Multimodal CXR Classification. In: 26th UK Conference on Medical Image Understanding and Analysis (MIUA 2022), University of Cambridge, 27-29 July 2022, pp. 623-635. ISBN 9783031120527 (doi: 10.1007/978-3-031-12053-4_46)
Mackie, I., Owoicho, P., Gemmell, C., Fischer, S. , MacAvaney, S. and Dalton, J. (2022) CODEC: Complex Document and Entity Collection. In: SIGIR 2022: 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, 11-15 Jul 2022, pp. 3067-3077. ISBN 9781450387323 (doi: 10.1145/3477495.3531712)
Speggiorin, A., Dalton, J. and Leuski, A. (2022) TaskMAD: a Platform for Multimodal Task-Centric Knowledge-Grounded Conversational Experimentation. In: SIGIR 2022: 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, 11-15 Jul 2022, pp. 3240-3244. ISBN 9781450387323 (doi: 10.1145/3477495.3531679)
Manotumruksa, J., Dalton, J. , Meij, E. and Yilmaz, E. (2022) Similarity-based Multi-Domain Dialogue State Tracking with Copy Mechanisms for Task-based Virtual Personal Assistants. In: ACM Web Conference 2022, Lyon, France, 25-29 April 2022, pp. 2006-2014. ISBN 9781450390965 (doi: 10.1145/3485447.3512074)
Dalla Serra, F., Deligianni, F. , Dalton, J. and O'Neil, A. Q. (2022) CMRE-UoG team at ImageCLEFmedical Caption 2022: Concept Detection and Image Captioning. In: CLEF 2022: Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5–8, 2022, pp. 1381-1390.
Jose, K. M., Nguyen, T., MacAvaney, S. , Dalton, J. and Yates, A. (2021) DiffIR: Exploring Differences in Ranking Models' Behavior. In: SIGIR 2021: 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 11-15 July 2021, pp. 2595-2599. (doi: 10.1145/3404835.3462784)
Mackie, I., Dalton, J. and Yates, A. (2021) How Deep is your Learning: the DL-HARD Annotated Deep Learning Dataset. In: SIGIR 2021: 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 11-15 July 2021, pp. 2335-2341. (doi: 10.1145/3404835.3463262)
Aliannejadi, M., Kiseleva, J., Chuklin, A., Dalton, J. and Burtsev, M. (2021) Building and Evaluating Open-Domain Dialogue Corpora with Clarifying Questions. In: 2021 Conference on Empirical Methods in Natural Language Processing, Punta Cana, Dominican Republic, 07-11 Nov 2021, pp. 4473-4484. ISBN 9781955917094
Manotumruksa, J., Dalton, J. , Meij, E. and Yilmaz, E. (2021) Improving Dialogue State Tracking with Turn-based Loss Function and Sequential Data Augmentation. In: Findings of the Association for Computational Linguistics: EMNLP 2021, Punta Cana, Dominican Republic, 07-11 Nov 2021, pp. 1674-1683. ISBN 9781955917100
Naseri, S., Dalton, J. , Yates, A. and Allan, J. (2021) CEQE: Contextualized Embeddings for Query Expansion. In: 43rd European Conference on IR Research, ECIR 2021, 28 Mar - 1 Apr 2021, ISBN 9783030721121 (doi: 10.1007/978-3-030-72113-8_31)
Czyzewski, A., Dalton, J. and Leuski, A. (2020) Agent Dialogue: A Platform for Conversational Information Seeking Experimentation. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 2121-2124. ISBN 9781450380164 (doi: 10.1145/3397271.3401397)
Dalton, J. , Xiong, C., Kumar, V. and Callan, J. (2020) CAsT-19: A Dataset for Research on Conversational Information Seeking. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 1985-1988. ISBN 9781450380164 (doi: 10.1145/3397271.3401206)
Gemmell, C., Dalton, J. and Rossetto, F. (2020) Relevance Transformer: Generating Concise Code Snippets with Relevance Feedback. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 2005-2008. ISBN 9781450380164 (doi: 10.1145/3397271.3401215)
Manotumruksa, J., Dalton, J. , Meij, E. and Yilmaz, E. (2020) CrossBERT: a Triplet Neural Architecture for Ranking Entity Properties. In: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2020), Xi'an, China, 25-30 Jul 2020, pp. 2049-2052. ISBN 9781450380164 (doi: 10.1145/3397271.3401265)
Jones, Y., Deligianni, F. and Dalton, J. (2020) Improving ECG Classification Interpretability Using Saliency Maps. In: 20th IEEE International Conference on BioInformatics and BioEngineering, 26-28 Oct 2020, pp. 675-682. ISBN 9781728195742 (doi: 10.1109/BIBE50027.2020.00114)
Dalton, J. and Foley, J. (2018) Search Agent Model: a Conceptual Framework for Search by Algorithms and Agent Systems. In: 1st Biennial Conference on Design of Experimental Search & Information Retrieval Systems (DESIRES 2018), Bertinoro, Italy, 29-31 Aug 2018, pp. 22-28.
Dalton, J. , Ajayi, V. and Main, R. (2018) Vote Goat: Conversational Movie Recommendation. In: 41st International ACM SIGIR Conference on Research and Development in Information Retrieval, Ann Arbor, MI, USA, 8-12 Jul 2018, pp. 1285-1288. ISBN 9781450356572 (doi: 10.1145/3209978.3210168)
Dalton, J. , Dietz, L. and Allan, J. (2014) Entity Query Feature Expansion Using Knowledge Base Links. In: 37th International ACM SIGIR Conference on Research and Development in Information Retrieval, Gold Coast, Qld, Australia, 6-11 Jul 2014, pp. 365-374. ISBN 9781450322577 (doi: 10.1145/2600428.2609628)
This list was generated on Fri Sep 22 14:41:10 2023 BST.
Supervision
- Carlos Gemmell
Deep learning for structured prediction using interative dialogue - Iain Mackie
Deep Learning for Information Extraction andKnowledge-Centric Entity and Text Ranking - Federico Rosetto
Multi-modal music conversational assistance using reinforcement learning - Paul Owoicho
Mixed-initiative and feedback for Conversational Information Seeking
Teaching
