Hi,
I am a research engineer at ALIAE start-up based in Nancy, France. My current focus is graph-based retrieval models and evaluation framework for the dialogue system based on the whole performance and its components.
My journey with ALIAE started during Erasmus+ exchange program in Mines Nancy with 3rd year project about semantic corpus augumentation which further developped into internship. Later, I completed PhD on Human-Machine Dialog in the Medical Domain under academic supervision of Claire Gardent at LORIA and Lorraine University and industrial supervision of Phlippe Jolivet at ALIAE. Read More
Last updated 2021-10-04
My Publications
- Human-Machine Dialogue in the Medical Field. Using Dialog to Collect Important Patient Information
Anna Liednikova
Doctoral Thesis, 2022 - Exploring the Influence of Dialog Input Format for Unsupervised Clinical Questionnaire Filling
Farnaz Ghassemi Toudeshki, Anna Liednikova, Philippe Jolivet, Claire Gardent
Proceedings of the 13th International Workshop on Health Text Mining and Information Analysis (LOUHI), 2022 - Zero-Shot Clinical Questionnaire Filling From Human-Machine Interactions
Farnaz Ghassemi Toudeshki, Philippe Jolivet, Alexandre Durand-Salmon, Anna Liednikova
The 3rd Workshop on Machine Reading for Question Answering, 2021 - Gathering Information and Engaging the User COMBOBOT: A Task-Based, Serendipitous Dialog Model for Patient-Doctor Interactions
Anna Liednikova, Philippe Jolivet, Alexandre Durand-Salmon, Claire Gardent
2nd Workshop on NLP for Medical Conversations, 2020 - Learning Health-Bots from Training Data that was Automatically Created using Paraphrase Detection and Expert Knowledge
Anna Liednikova, Philippe Jolivet, Alexandre Durand-Salmon, Claire Gardent
Proceedings of the International Conference on Computational Linguistics (COLING), 2020 - Project risk analysis using text data mining of comments in project management system JIRA
Anna Liednikova, Petro Bidyuk
System Research and Information Technologies, 2020 - Project risk analysis using text data mining of comments in project management system JIRA
Anna Liednikova
Master Thesis, 2019 - Increasing the efficiency of providing services in the field of medical tourism through web user clustering
Anna Liednikova
Bachelor Diploma, 2017
Industry experience
ALIAE
February 2019 - ...Intern -> PhD Researcher -> Research Engineer
- semantic classification
- automated data expansion
- dialog management
- graph-based conversational flow
- response retrieval model
- dialogue system evalution
- developping intership topics
python chatbots graphs
Jooble
April 2018 - July 2018Data Scientist
- multi language text topic classification;
- pairwise and pointwise ranking;
- click prediction by text and additional data
python ranking nlp
Dataroot
May 2016 - August 2017Intern -> Data Scientist -> Leader Data Scientist
- NLP text processing & analysis / information retrieval tasks / topic modeling
- user behavior & path analysis using data mining techniques and graph theory
python big data data mining
Master students I supervised
- Anahita Poulad (March 2022 - September 2022):
Dialogue breakdown detection (DBD) in Chatbot Conversation
M2 internship, Master Sciences Cognitiveswith help of Philippe Jolivet
- Luc Brulin (May 2021 - September 2021):
Structuring the database of the conversational AI
M1 internship, Télécom Physique Strasbourghelping Philippe Jolivet
- Abdelhak Zabour (March 2021 - September 2021):
Forecasting user satisfaction using sentiment and emotion analysis
M2 internship, Master Sciences Cognitiveswith help of Philippe Jolivet
- Meziane Bellahmer (February 2021 - May 2021):
Development french version of ComBot
alternance, Master Sciences Cognitiveshelping Philippe Jolivet
- Farnaz Ghassemi (October 2020 - September 2021):
Medical questionnaire filling from dialogue history
alternance, Master Sciences Cognitiveswith help of Philippe Jolivet
- Hadil Chebbi (October 2020 - February 2021):
Target-based sentiment analysis for a medical chatbot
3A project, Mines Nancywith help of Claire Gardent
- Farnaz Ghassemi (October 2020 - September 2020):
Medical follow-up bot from forum conversations
M1 internship, Master Sciences Cognitiveswith help of Philippe Jolivet
- Aidos Sabdenov (March 2020 - August 2020):
Intent classification for medical domain
M2 internship, Master Sciences Cognitiveshelping Philippe Jolivet
Education
Lorraine University / LORIA
PhD
Human-Machine Dialog in the Medical Domain
Ecole Nationale Supérieure des Mines de Nancy
Erasmus+ exchange
Big Data and Data science
Institute for applied system analysis of NTTU “Igor Sikorsky Kyiv Polytechnic Institute”
Master
Data Mining in Project Management
Institute for applied system analysis of NTTU “Igor Sikorsky Kyiv Polytechnic Institute”
Bachelor
System analysis
Presenting outside
- Data Mining with Apache Spark
Speaker
WWCode, 2018-03-31 - Intro to NLP
Lecture and workshop co-organizer
AI Booster, 2016-11-15