Deliverables
Open source datasets suitable for semi-structured, unstructured and multi-turn conversations
Requirements for semi-structured, multi-turn and unstructured dialogues, available/relevant literature review on evaluation of dialogues and description of methodology on how the fused datasets are generated
Delivery Date: 31 Dec 2024
eMetrics for explainability and trustworthy responses
Methodologies and effectiveness in the context of semi-structured, unstructured, multi-turn dialogues. Codebase for metric implementation
Delivery Date: 31 Dec 2025
Methodology Assessment Framework
Finetuned methodology towards combined evaluation of LLMs in terms of its multimodality, multi-linguality, trustworthiness, explainability and understanding capabilities and its comparative analysis. Codebase for evaluation of dialogues.
Delivery Date: 30 Jun 2026
Conversational LLM
Methodologies for LLM finetuning and simulation/ augmentation of conversational training data, and applicability to use cases. Comparison with SOTA models. Codebase implementing the fine-tuning on selected datasets.
Delivery Date: 31 Dec 2024
Retrieval model for conversational style queries
The methodologies of integrating conversational LLM with FIR subsystem, discussion of open research questions in the context of ELOQUENCE. Codebase implementing the FIR, evaluation of the FIR precision given conversational queries.
Delivery Date: 30 Apr 2025
Methodology for jointly training FIR and response generator
The methodologies on interconnecting FIR and response generator, analysis of scenarios relevant to ELOQUENCE. Implementation of the FIR and response generator joint training.
Delivery Date: 30 Jun 2025
Interface for collecting user feedback
The definition of possible queries for user feedback, methodology for their generation, and their application during the dialog process. Implementation of the API for communicating feedback queries.
Delivery Date: 30 Sep 2025
Dialog system integrating components developed in T2.2-4
Description of the dialogue system architecture, interconnection of components, and training processes. Codebase for efficient training and testing of individual components in HPC environment, APIs for their interconnecting and joint training
Delivery Date: 31 Mar 2026
Algorithms definition, baselines, open issues and use cases
Methodologies applied for both knowledge-based approaches and semi-supervised learning, and applicability to use cases.
Delivery Date: 30 Jun 2025
Hybrid-AI and self-supervised models
The detailed definitions of the developed algorithms, code, and results from task T3.1 to T3.3. Releasing a codebase implementation.
Delivery Date: 28 Feb 2026
Interpretability and trustworthy AI
The intelligibility capabilities of models developed in T3.1-T3.3, and its impact on the user/agent satisfaction level.
Delivery Date: 31 Oct 2026
Definition of baselines, open issues, use cases scenarios and data
Methodology for identifying the baselines available in SOTA, the open issues to be specifically targeted given the use cases, the experimental/validation protocol and datasets.
Delivery Date: 31 Aug 2025
Multilingual, multimodal speech models
Deliverable on algorithms, recipes, code and an accompanying technical report related to the activities of tasks T4.1 and T4.2.
Delivery Date: 30 Apr 2026
Efficient, adaptable, bias-controlled, privacy-aware and ethical speech models
Deliverable on algorithms, recipes, code and an accompanying technical report related to the activities of tasks T4.3 and T4.4.
Delivery Date: 31 Dec 2026
Pilot Requirements & Usability Evaluation
Uses cases, requirements and outcomes for the different pilots. Summary of the set of KPIs, criteria and methodology to evaluate the ELOQUENCE usability.
Delivery Date: 31 Dec 2024
ELOQUENCE Interactive Playground
Initial version of the Interactive Playground for the LM validation.
Delivery Date: 30 Jun 2025
Pilots Integration
Integration according to the dialog flow of the different pilots
Delivery Date: 30 Apr 2026
Pilots Evaluation
Document summarising the pilot evaluations
Delivery Date: 31 Dec 2026
Emerging ELOQUENCE technology- approved by the ELOQUENCE Community
Finalized at TLR=3 stage, this report assesses emerging ELOQUENCE outputs as being respectful of EU values, with particular emphasis on gender, cultural or racial biases.
Delivery Date: 30 Jun 2025
ELOQUENCE societal acceptance and acceptability- approved by the ELOQUENCE Community
Finalized at TLR=4 stage, this report assesses ELOQUENCE outputs as being respectful of EU values, based on surveys amongst pertinent segments of society where there may be a heightened risk of communications being, or perceived as, discriminatory, biased or offensive.
Delivery Date: 31 Oct 2026
Final report on methodologies for assessing respect for EU values
Exportable lessons concerning the ethical, legal and societal assessment and validation of machine-generated verbal communication, with focus on methodologies and EU values.
Delivery Date: 30 Nov 2026
Dissemination, Communication and Exploitation Plan II
Overall DEC plan, with KPIs and benchmarks, and campaign planning. Also includes the website.
Delivery Date: 30 Jun 2025
Dissemination, Communication and Exploitation Plan III
Overall DEC plan, with KPIs and benchmarks, and campaign planning. Also includes the website.
Delivery Date: 31 Dec 2026
Standardisation Recommendations
Analysis and contributions to SDOs
Delivery Date: 31 Dec 2026
Project Management Handbook
Management procedure, consortium communication tools and the quality and risk management plans.
Delivery Date: 31 Mar 2024
Ethics Compliance Management Report
The Ethics requirements and compliance methodology for responsible research.
Delivery Date: 30 Apr 2025
Ethics Compliance Management Report II
The Ethics requirements and compliance methodology for responsible research.
Delivery Date: 31 Oct 2026
ELOQUENCE DMP
The legal aspects and the data management plan for the collection and processing of data throughout the project activities.
Delivery Date: 30 Jun 2024
ELOQUENCE DMP II
The legal aspects and the data management plan for the collection and processing of data throughout the project activities.
Delivery Date: 30 Jun 2025
ELOQUENCE DMP III
The legal aspects and the data management plan for the collection and processing of data throughout the project activities.
Delivery Date: 31 Dec 2026
OEI - Requirement No. 1
Ethics Advisor_A large quantity of online data, as well as voice data, will be processed in this project. Therefore, a data protection officer is required to assist in assessing the impact of the data processing on the rights of individuals and ensure that appropriate technical and organisational mitigation measures are in place from the start of the project (Privacy-by-design). The informed consent of human participants should also be documented. Safety and security risks, as well as the risks of misuse and manipulation of end-users via generative AI, should also be addressed by an Ethics Advisor. This could be the case, for example, in the event of secondary use of voice data in order to generate AI-based personalised content for advertisement purposes.
Delivery Date: 30 Apr 2024