Anamaria Hodivoianu
Author directory2026
LLM Mental Health Response Manipulation
Cristina Maria Popescu | Anamaria Hodivoianu | Ana Sabina Uban | Sergiu Nisioi
Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI)
Cristina Maria Popescu | Anamaria Hodivoianu | Ana Sabina Uban | Sergiu Nisioi
Proceedings of the Fifth Workshop on NLP for Positive Impact (NLP4PI)
Large language models (LLMs) are increasingly used in conversations involving emotional distress, where responses should remain empathetic, validating, exploratory and safe. We investigate whether system prompts and user-level framing can manipulate these qualities in mental-health and interpersonal-harm scenarios. Our focus is on whether small open-weight models express empathy consistently, without assuming that an empathetic response is necessarily safe or appropriate all the time. Using 50 risk-stratified posts sampled from Reddit support communities we evaluate Llama 3.1 8B, Qwen3 4B and Gemma 3 4B across five system-prompt conditions and a complementary role-intent study contrasting victim and perpetrator perspectives. All responses are manually annotated and use a fixed GPT-5 judge to measure empathy, validation, exploration, safety, harmfulness and enabling behavior. We quantify prompt-induced changes through paired comparisons, attack-success rates and failure-oriented metrics. This work provides an initial framework for evaluating the robustness of supportive and safe behavior in small LLMs under different forms of prompt manipulation.
The MultiplEYE Text Corpus: Towards a Diverse and Ever-Expanding Multilingual Text Corpus
Ramunė Kasperė | Anna Bondar | Sergiu Nisioi | Maja Stegenwallner-Schütz | Hanne B. Søndergaard Knudsen | Ana Matić | Eva Pavlinušić Vilus | Dorota Klimek-Jankowska | Chiara Tschirner | Not Battesta Soliva | Deborah N. Jakobi | Cui Ding | Dima Abu Romi | Cengiz Acarturk | Matilda Agdler | Anton Marius Alexandru | Mohd Faizan Ansari | Annalisa Arcidiacono | Elizabete Ausma Velta Barisa | Ana Bautista | Lisa Beinborn | Yevgeni Berzak | Nedeljka Bjelanović | Anna Isabelle Bothmann | Jan Brasser | Caterina Cacioli | Anila Çepani | Ilze Ceple | Adelina Cerpja | Dalí Chirino | Jan Chromý | Alessandro Corona Mendozza | Iria de-Dios-Flores | Nazik Dinçtopal Deniz | Ana Došen | Kristian Elersič | Inmaculada Fajardo | Zigmunds Freibergs | Angelina Ganebnaya | Shan Gao | Jéssica Gomes | Annjo Klungervik Greenall | Alba Haveriku | Miao He | Anamaria Hodivoianu | Yu-Yin Hsu | Amanda Isaksen | Andreia Janeiro | Kristine Jensen de López | Aleksandar Jevremovic | Vojislav Jovanovic | Hanna Kędzierska | Nik Kharlamov | Sara Kosutar | Nelda Kote | Vanja Kovic | Izabela Krejtz | Thyra Krosness | Oleksandra Kuvshynova | Eilam Lavy | Ella Lion | Marta Łockiewicz | Kaidi Lõo | Paula Luegi | Mircea Mihai Marin | Clara Martin | Svitlana Matvieieva | Diane C. Mézière | Xavier Mínguez-López | Valeriia Modina | Jurgita Motiejūnienė | Marie-Luise Müller | Tolgonai Nasipbek kyzy | Jamal Abdul Nasir | Johanne S. K. Nedergård | Ayşegül Özkan | Patrizia Paggio | Marijan Palmović | Maria Christina Panagiotopoulou | Alberto Parola | Helena Pérez | Klaudia Petersen | Anja Podlesek | Eva Pospíšilová | Marta Praulina | Mikuláš Preininger | Loredana Pungă | Diego Rossini | Špela Rot | Habib Sani Yahaya | Irina A. Sekerina | Anne Gabija Skadina | Jordi Solé-Casals | Lonneke van der Plas | Saara M. Varjopuro | Spyridoula Varlokosta | João Veríssimo | Oskari Juhapekka Virtanen | Nemanja Vračar | Mila Vulchanova | Ahmad Mustapha Wali | Peizheng Wu | Nilgün Yücel | Stefan Frank | Nora Hollenstein | Lena Jäger | Somayeh Bakhtiari
Proceedings of the Fifteenth Language Resources and Evaluation Conference
Ramunė Kasperė | Anna Bondar | Sergiu Nisioi | Maja Stegenwallner-Schütz | Hanne B. Søndergaard Knudsen | Ana Matić | Eva Pavlinušić Vilus | Dorota Klimek-Jankowska | Chiara Tschirner | Not Battesta Soliva | Deborah N. Jakobi | Cui Ding | Dima Abu Romi | Cengiz Acarturk | Matilda Agdler | Anton Marius Alexandru | Mohd Faizan Ansari | Annalisa Arcidiacono | Elizabete Ausma Velta Barisa | Ana Bautista | Lisa Beinborn | Yevgeni Berzak | Nedeljka Bjelanović | Anna Isabelle Bothmann | Jan Brasser | Caterina Cacioli | Anila Çepani | Ilze Ceple | Adelina Cerpja | Dalí Chirino | Jan Chromý | Alessandro Corona Mendozza | Iria de-Dios-Flores | Nazik Dinçtopal Deniz | Ana Došen | Kristian Elersič | Inmaculada Fajardo | Zigmunds Freibergs | Angelina Ganebnaya | Shan Gao | Jéssica Gomes | Annjo Klungervik Greenall | Alba Haveriku | Miao He | Anamaria Hodivoianu | Yu-Yin Hsu | Amanda Isaksen | Andreia Janeiro | Kristine Jensen de López | Aleksandar Jevremovic | Vojislav Jovanovic | Hanna Kędzierska | Nik Kharlamov | Sara Kosutar | Nelda Kote | Vanja Kovic | Izabela Krejtz | Thyra Krosness | Oleksandra Kuvshynova | Eilam Lavy | Ella Lion | Marta Łockiewicz | Kaidi Lõo | Paula Luegi | Mircea Mihai Marin | Clara Martin | Svitlana Matvieieva | Diane C. Mézière | Xavier Mínguez-López | Valeriia Modina | Jurgita Motiejūnienė | Marie-Luise Müller | Tolgonai Nasipbek kyzy | Jamal Abdul Nasir | Johanne S. K. Nedergård | Ayşegül Özkan | Patrizia Paggio | Marijan Palmović | Maria Christina Panagiotopoulou | Alberto Parola | Helena Pérez | Klaudia Petersen | Anja Podlesek | Eva Pospíšilová | Marta Praulina | Mikuláš Preininger | Loredana Pungă | Diego Rossini | Špela Rot | Habib Sani Yahaya | Irina A. Sekerina | Anne Gabija Skadina | Jordi Solé-Casals | Lonneke van der Plas | Saara M. Varjopuro | Spyridoula Varlokosta | João Veríssimo | Oskari Juhapekka Virtanen | Nemanja Vračar | Mila Vulchanova | Ahmad Mustapha Wali | Peizheng Wu | Nilgün Yücel | Stefan Frank | Nora Hollenstein | Lena Jäger | Somayeh Bakhtiari
Proceedings of the Fifteenth Language Resources and Evaluation Conference
We present the MultiplEYE Text Corpus, a large-scale, document-level, multi-parallel resource designed to advance cross-linguistic research on reading and language processing. The corpus provides paragraph-level alignment for texts in 39 languages spanning seven language families and seven scripts. Unlike many existing multilingual corpora, a substantial number of documents were originally written in languages other than English, reducing English-centric bias and supporting more typologically diverse investigations. The texts are carefully selected to balance linguistic richness with experimental feasibility, particularly for eye-tracking-while-reading studies. Developed within a multi-lab initiative, the MultiplEYE Text Corpus follows unified translation, alignment, and experimental design guidelines to ensure cross-linguistic comparability. Its inclusion of texts varying in type and difficulty enables research on discourse- level processing, genre effects, and individual differences across a wide range of languages. The text corpus and accompanying metadata provide a robust foundation for multilingual psycholinguistic and computational modeling research. Data and materials are publicly available at https://doi.org/10.23668/psycharchives.22294.
2025
Predicting Total Reading Time Using Romanian Eye-Tracking Data
Anamaria Hodivoianu | Oleksandra Kuvshynova | Filip Popovici | Adrian Luca | Sergiu Nisioi
Proceedings of the First International Workshop on Gaze Data and Natural Language Processing
Anamaria Hodivoianu | Oleksandra Kuvshynova | Filip Popovici | Adrian Luca | Sergiu Nisioi
Proceedings of the First International Workshop on Gaze Data and Natural Language Processing
This work introduces the first Romanian eye-tracking dataset for reading and investigates methods for predicting word-level total reading times. We develop and compare a range of models, from traditional machine learning using handcrafted linguistic features to fine-tuned Romanian BERT architectures, demonstrating strong correlations between predicted and observed reading times. Additionally, we propose a lexical simplification pipeline that leverages these TRT predictions to identify and substitute complex words, enhancing text readability. Our approach is integrated into an interactive web tool, illustrating the practical benefits of combining cognitive signals with NLP techniques for Romanian — a language with limited resources in this area.
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- Sergiu Nisioi 3
- Oleksandra Kuvshynova 2
- Jamal Abdul Nasir 1
- Dima Abu Romi 1
- Cengiz Acarturk 1
- Matilda Agdler 1
- Anton Marius Alexandru 1
- Mohd Faizan Ansari 1
- Annalisa Arcidiacono 1
- Hanne B. Søndergaard Knudsen 1
- Somayeh Bakhtiari 1
- Elizabete Ausma Velta Barisa 1
- Not Battesta Soliva 1
- Ana Bautista 1
- Lisa Beinborn 1
- Yevgeni Berzak 1
- Nedeljka Bjelanović 1
- Anna Bondar 1
- Anna Isabelle Bothmann 1
- Jan Brasser 1
- Caterina Cacioli 1
- Ilze Ceple 1
- Adelina Cerpja 1
- Dalí Chirino 1
- Jan Chromý 1
- Alessandro Corona Mendozza 1
- Nazik Dinctopal Deniz 1
- Cui Ding 1
- Ana Došen 1
- Kristian Elersič 1
- Inmaculada Fajardo 1
- Stefan L. Frank 1
- Zigmunds Freibergs 1
- Angelina Ganebnaya 1
- Shan Gao 1
- Jéssica Gomes 1
- Annjo Klungervik Greenall 1
- Alba Haveriku 1
- Miao He 1
- Nora Hollenstein 1
- Yu-Yin Hsu 1
- Amanda Isaksen 1
- Deborah N. Jakobi 1
- Andreia Janeiro 1
- Kristine Jensen de López 1
- Aleksandar Jevremovic 1
- Vojislav Jovanovic 1
- Lena Ann Jäger 1
- Ramunė Kasperė 1
- Nik Kharlamov 1
- Dorota Klimek-Jankowska 1
- Nelda Kote 1
- Vanja Kovic 1
- Sara Košutar 1
- Izabela Krejtz 1
- Thyra Krosness 1
- Hanna Kędzierska 1
- Eilam Lavy 1
- Ella Lion 1
- Adrian Luca 1
- Paula Luegi 1
- Kaidi Lõo 1
- Mircea Mihai Marin 1
- Clara Martin 1
- Ana Matić 1
- Svitlana Matvieieva 1
- Valeriia Modina 1
- Jurgita Motiejūnienė 1
- Diane C. Mézière 1
- Xavier Mínguez-López 1
- Marie-Luise Müller 1
- Tolgonai Nasipbek kyzy 1
- Johanne S. K. Nedergård 1
- Patrizia Paggio 1
- Marijan Palmović 1
- Maria Christina Panagiotopoulou 1
- Alberto Parola 1
- Eva Pavlinušić Vilus 1
- Klaudia Petersen 1
- Anja Podlesek 1
- Cristina Maria Popescu 1
- Filip Popovici 1
- Eva Pospíšilová 1
- Marta Praulina 1
- Mikuláš Preininger 1
- Loredana Pungă 1
- Helena Pérez 1
- Diego Rossini 1
- Špela Rot 1
- Habib Sani Yahaya 1
- Irina A. Sekerina 1
- Anne Gabija Skadina 1
- Jordi Solé-Casals 1
- Maja Stegenwallner-Schütz 1
- Chiara Tschirner 1
- Ana Sabina Uban 1
- Saara M. Varjopuro 1
- Spyridoula Varlokosta 1
- João Veríssimo 1
- Oskari Juhapekka Virtanen 1
- Nemanja Vračar 1
- Mila Vulchanova 1
- Ahmad Mustapha Wali 1
- Peizheng Wu 1
- Nilgün Yücel 1
- Iria de-Dios-Flores 1
- Lonneke van der Plas 1
- Anila Çepani 1
- Ayşegül Özkan 1
- Marta Łockiewicz 1