Mitigating Semantic Drift: Evaluating LLMs' Efficacy in Psychotherapy through MI Dialogue Summarization Leveraging MITI Code.

Vivek Kumar 0007 University of Bundeswehr Munich, Germany https://www.unibw.de/aiml/personen/vivek-k https://scholar.google.com/citations?user=A6A4OKoAAAAJ https://www.researchgate.net/profile/Vivek-Kumar-Phd https://orcid.org/0000-0003-3958-4704 Vivek Kumar Vivek Kumar 0001 http://vivkumar.github.io/ https://scholar.google.com/citations?user=cRZsY44AAAAJ https://dl.acm.org/profile/81548457656 Indraprastha Institute of Information Technology, Delhi, India Rice University, Houston, TX, USA Australian National University, Canberra, Australia Vivek Kumar 0002 Indian Institute of Technology Roorkee Saharanpur Campus Vivek Kumar 0003 National Institute of Pharmaceutical Education and Research, Punjab, India Vivek Kumar 0004 KLP College, Rewari, India Vivek Kumar 0005 Tata Institute of Fundamental Research, CAM, Banglore, India Vivek Kumar 0006 Sant Longowal Institute of Engineering and Technology (SLIET), Department of Mechanical Engineering, Sangrur, India https://orcid.org/0000-0001-5801-9474 https://www.researcherid.com/rid/S-9319-2017 Vivek Kumar 0008 New Jersey Institute of Technology, Newark, NJ, USA Rice University, Department of Chemistry, Houston, TX, USA Georgia Institute of Technology, Department of Biomedical Engineering, Atlanta, GA, USA https://orcid.org/0000-0001-7536-9281 https://www.wikidata.org/entity/Q57056885 Vivek Kumar 0009 Dolby Laboratories, San Francisco, CA, USA https://www.v1vek.com/ https://scholar.google.com/citations?user=fOexgn8AAAAJ Vivek Kumar 0007 Pushpraj Singh Rajawat Eirini Ntoutsi Mitigating Semantic Drift: Evaluating LLMs' Efficacy in Psychotherapy through MI Dialogue Summarization Leveraging MITI Code. 1-8 2025 IJCNN https://doi.org/10.1109/IJCNN64981.2025.11228771 conf/ijcnn/2025 db/conf/ijcnn/ijcnn2025.html#KumarRN25 streams/conf/ijcnn

Vivek Kumar 0007 Pushpraj Singh Rajawat Eirini Ntoutsi Mitigating Semantic Drift: Evaluating LLMs' Efficacy in Psychotherapy through MI Dialogue Summarization. 2025 November abs/2511.22818 CoRR https://doi.org/10.48550/arXiv.2511.22818 db/journals/corr/corr2511.html#abs-2511-22818 streams/journals/corr

Simone Balloccu Ehud Reiter Karen Li Rafael Sargsyan Vivek Kumar 0007 Diego Reforgiato Recupero Daniele Riboni Ondrej Dusek Ask the experts: sourcing a high-quality nutrition counseling dataset through Human-AI collaboration. 11519-11545 2024 EMNLP (Findings) https://doi.org/10.18653/v1/2024.findings-emnlp.674 https://aclanthology.org/2024.findings-emnlp.674 conf/emnlp/2024f db/conf/emnlp/emnlp2024f.html#BalloccuRLS0RRD24

Simone Balloccu Ehud Reiter Vivek Kumar 0007 Diego Reforgiato Recupero Daniele Riboni Ask the experts: sourcing high-quality datasets for nutritional counselling through Human-AI collaboration. 2024 abs/2401.08420 CoRR https://doi.org/10.48550/arXiv.2401.08420 db/journals/corr/corr2401.html#abs-2401-08420

Vadim Liventsev Vivek Kumar 0007 Allmin Pradhap Singh Susaiyah Zixiu Wu Ivan Rodin Asfand Yaar Simone Balloccu Marharyta Beraziuk Sebastiano Battiato Giovanni Maria Farinella Aki Härmä Rim Helaoui Milan Petkovic Diego Reforgiato Recupero Ehud Reiter Daniele Riboni Raymond Sterling PhilHumans: Benchmarking Machine Learning for Personal Health. 2024 abs/2405.02770 CoRR https://doi.org/10.48550/arXiv.2405.02770 db/journals/corr/corr2405.html#abs-2405-02770

Vivek Kumar 0007 Eirini Ntoutsi Pushpraj Singh Rajawat Giacomo Medda Diego Reforgiato Recupero Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health. 2024 abs/2412.12981 CoRR https://doi.org/10.48550/arXiv.2412.12981 db/journals/corr/corr2412.html#abs-2412-12981 streams/journals/corr

Zixiu Wu Simone Balloccu Vivek Kumar 0007 Rim Helaoui Diego Reforgiato Recupero Daniele Riboni Creation, Analysis and Evaluation of AnnoMI, a Dataset of Expert-Annotated Counselling Dialogues. 110 2023 March 15 Future Internet 3 https://doi.org/10.3390/fi15030110 db/journals/fi/fi15.html#WuBKHRR23

Yana Samuel Margaret Brennan-Tonetta Jim Samuel Rajiv Kashyap Vivek Kumar 0007 Sri Krishna Kaashyap Nishitha Chidipothu Irawati Anand Parth Jain Cultivation of human centered artificial intelligence: culturally adaptive thinking in education (CATE) for AI. 2023 February 6 Frontiers Artif. Intell. https://doi.org/10.3389/frai.2023.1198180 db/journals/frai/frai6.html#SamuelBSKKKCAJ23

Shelley Gupta Archana Singh Vivek Kumar 0007 Emoji, Text, and Sentiment Polarity Detection Using Natural Language Processing. 222 2023 April 14 Inf. 4 https://doi.org/10.3390/info14040222 db/journals/information/information14.html#GuptaSK23

Parth Jain Vivek Kumar 0007 Jim Samuel Sushmita Singh Abhinay Mannepalli Richard Anderson 0008 Artificially Intelligent Readers: An Adaptive Framework for Original Handwritten Numerical Digits Recognition with OCR Methods. 305 2023 14 Inf. 6 https://doi.org/10.3390/info14060305 db/journals/information/information14.html#Jain0SSMA23

Kanti Singh Sangher Archana Singh Hari Mohan Pandey Vivek Kumar 0007 Towards Safe Cyber Practices: Developing a Proactive Cyber-Threat Intelligence System for Dark Web Forum Content by Identifying Cybercrimes. 349 2023 14 Inf. 6 https://doi.org/10.3390/info14060349 db/journals/information/information14.html#SangherSP023

Vivek Kumar 0007 Giacomo Medda Diego Reforgiato Recupero Daniele Riboni Rim Helaoui Gianni Fenu How Do You Feel? Information Retrieval in Psychotherapy and Fair Ranking Assessment. 119-133 2023 BIAS https://doi.org/10.1007/978-3-031-37249-0_10 conf/bias/2023 db/conf/bias/bias2023.html#0007MRRHF23 Vivek Kumar 0007 Prayag Tiwari Sushmita Singh VISU at WASSA 2023 Shared Task: Detecting Emotions in Reaction to News Stories Using Transformers and Stacked Embeddings. 581-586 2023 WASSA@ACL https://doi.org/10.18653/v1/2023.wassa-1.55 https://aclanthology.org/2023.wassa-1.55 conf/wassa/2023 db/conf/wassa/wassa2023.html#KumarTS23

Vivek Kumar 0007 Sushmita Singh Prayag Tiwari VISU at WASSA 2023 Shared Task: Detecting Emotions in Reaction to News Stories Leveraging BERT and Stacked Embeddings. 2023 abs/2307.15164 CoRR https://doi.org/10.48550/arXiv.2307.15164 db/journals/corr/corr2307.html#abs-2307-15164

Vivek Kumar 0007 Diego Reforgiato Recupero Rim Helaoui Daniele Riboni K-LM: Knowledge Augmenting in Language Models Within the Scholarly Domain. 91802-91815 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3201542 https://www.wikidata.org/entity/Q114256040 db/journals/access/access10.html#KumarRHR22

Zixiu Wu Simone Balloccu Vivek Kumar 0007 Rim Helaoui Ehud Reiter Diego Reforgiato Recupero Daniele Riboni Anno-MI: A Dataset of Expert-Annotated Counselling Dialogues. 6177-6181 2022 ICASSP https://doi.org/10.1109/ICASSP43922.2022.9746035 conf/icassp/2022 db/conf/icassp/icassp2022.html#WuBKHRRR22

Vivek Kumar 0007 Diego Reforgiato Recupero Daniele Riboni Rim Helaoui Ensembling Classical Machine Learning and Deep Learning Approaches for Morbidity Identification From Clinical Notes. 7107-7126 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2020.3043221 db/journals/access/access9.html#KumarRRH21

Danilo Dessì Rim Helaoui Vivek Kumar 0007 Diego Reforgiato Recupero Daniele Riboni TF-IDF vs Word Embeddings for Morbidity Identification in Clinical Notes: An Initial Study. 2021 abs/2105.09632 CoRR https://arxiv.org/abs/2105.09632 db/journals/corr/corr2105.html#abs-2105-09632

Zixiu Wu Rim Helaoui Vivek Kumar 0007 Diego Reforgiato Recupero Daniele Riboni Towards Detecting Need for Empathetic Response in Motivational Interviewing. 2021 abs/2105.09649 CoRR https://arxiv.org/abs/2105.09649 db/journals/corr/corr2105.html#abs-2105-09649

Zixiu Wu Rim Helaoui Vivek Kumar 0007 Diego Reforgiato Recupero Daniele Riboni Towards Detecting Need for Empathetic Response in Motivational Interviewing. 497-502 2020 ICMI Companion https://doi.org/10.1145/3395035.3425228 conf/icmi/2020c db/conf/icmi/icmi2020c.html#WuH0RR20 Danilo Dessì Rim Helaoui Vivek Kumar 0007 Diego Reforgiato Recupero Daniele Riboni TF-IDF vs Word Embeddings for Morbidity Identification in Clinical Notes: An Initial Study. 1-12 2020 SmartPhil@IUI https://ceur-ws.org/Vol-2596/paper1.pdf conf/iui/2020smartphil db/conf/iui/smartphil2020.html#DessiHKRR20 Manuel Mazzara Ilya Afanasyev 0001 Smruti R. Sarangi Salvatore Distefano Vivek Kumar 0007 Muhammad Ahmad 0002 A Reference Architecture for Smart and Software-Defined Buildings. 167-172 2019 SMARTCOMP https://doi.org/10.1109/SMARTCOMP.2019.00048 conf/smartcomp/2019 db/conf/smartcomp/smartcomp2019.html#MazzaraASD0A19

Vivek Kumar 0007 Manuel Mazzara Angelo Messina JooYoung Lee A Conjoint Application of Data Mining Techniques for Analysis of Global Terrorist Attacks - Prevention and Prediction for Combating Terrorism. 2019 abs/1901.06483 CoRR http://arxiv.org/abs/1901.06483 db/journals/corr/corr1901.html#abs-1901-06483

Vivek Kumar 0007 Atul Samadhiya Image De-Noising For Salt and Pepper Noise by Introducing New Enhanced Filter. 2019 abs/1901.06528 CoRR http://arxiv.org/abs/1901.06528 db/journals/corr/corr1901.html#abs-1901-06528

Vivek Kumar 0007 Atul Samadhiya Comparative Performance Analysis of Image De-noising Techniques. 2019 abs/1901.06529 CoRR http://arxiv.org/abs/1901.06529 db/journals/corr/corr1901.html#abs-1901-06529

Vivek Kumar 0007 Brojo Kishore Mishra Manuel Mazzara Dang N. H. Thanh Abhishek Verma 0002 Prediction of Malignant & Benign Breast Cancer: A Data Mining Approach in Healthcare Applications. 2019 abs/1902.03825 CoRR http://arxiv.org/abs/1902.03825 db/journals/corr/corr1902.html#abs-1902-03825

Manuel Mazzara Ilya Afanasyev 0001 Smruti R. Sarangi Salvatore Distefano Vivek Kumar 0007 A Reference Architecture for Smart and Software-defined Buildings. 2019 abs/1902.09464 CoRR http://arxiv.org/abs/1902.09464 db/journals/corr/corr1902.html#abs-1902-09464

Vivek Kumar 0007 Roman Zinovyev Abhishek Verma 0002 Prayag Tiwari Performance Evaluation of Lazy and Decision Tree Classifier: A Data Mining Approach for Global Celebrity's Death Analysis. 1-6 2018 RICE https://doi.org/10.1109/RICE.2018.8509045 conf/rice/2018 db/conf/rice/rice2018.html#KumarZVT18 Vivek Kumar 0007 Roman Zinovyev Abhishek Verma 0002 Prayag Tiwari Performance Evaluation of Lazy and Decision Tree Classifier: A Data Mining Approach for Global Celebrity's Death Analysis. 1-6 2018 RICE https://doi.org/10.1109/RICE.2018.8509082 conf/rice/2018 db/conf/rice/rice2018.html#KumarZVT18a Vivek Kumar 0007 Manuel Mazzara Angelo Messina JooYoung Lee A Conjoint Application of Data Mining Techniques for Analysis of Global Terrorist Attacks - Prevention and Prediction for Combating Terrorism. 146-158 2018 SEDA https://doi.org/10.1007/978-3-030-14687-0_13 conf/seda/2018 db/conf/seda/seda2018.html#KumarMML18

Prayag Tiwari Brojo Kishore Mishra Sachin Kumar 0001 Vivek Kumar 0007 Implementation of n-gram Methodology for Rotten Tomatoes Review Dataset Sentiment Analysis. 30-41 2017 7 Int. J. Knowl. Discov. Bioinform. 1 https://doi.org/10.4018/IJKDB.2017010103 db/journals/ijkdb/ijkdb7.html#TiwariMKK17

Ilya Afanasyev 0001 Muhammad Ahmad 0002 Irawati Anand Richard Anderson 0008 Simone Balloccu Sebastiano Battiato Marharyta Beraziuk Margaret Brennan-Tonetta Nishitha Chidipothu Danilo Dessì Salvatore Distefano Ondrej Dusek Giovanni Maria Farinella Gianni Fenu Shelley Gupta Aki Härmä Rim Helaoui Parth Jain Sri Krishna Kaashyap Rajiv Kashyap Sachin Kumar 0001 JooYoung Lee Karen Li Vadim Liventsev Abhinay Mannepalli Manuel Mazzara Giacomo Medda Angelo Messina Brojo Kishore Mishra Eirini Ntoutsi Hari Mohan Pandey Milan Petkovic Pushpraj Singh Rajawat Diego Reforgiato Recupero Ehud Reiter Daniele Riboni Ivan Rodin Atul Samadhiya Jim Samuel Yana Samuel Kanti Singh Sangher Smruti R. Sarangi Rafael Sargsyan Archana Singh Sushmita Singh Raymond Sterling Allmin Pradhap Singh Susaiyah Dang N. H. Thanh Prayag Tiwari Abhishek Verma 0002 Zixiu Wu Asfand Yaar Roman Zinovyev