Papers by Akshatha Arodi
The KITMUS Test: Evaluating Knowledge Integration from Multiple Sources (2023.acl-long)
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Akshatha Arodi, Martin Pömsl, Kaheer Suleman, Adam Trischler, Alexandra Olteanu, Jackie Chi Kit Cheung
| Challenge: | Existing models that make inferences using information from multiple sources are largely understudied . |
| Approach: | They propose a test suite of coreference resolution subtasks that require reasoning over multiple facts and introduce subtask where knowledge is present only at inference time using fictional knowledge. |
| Outcome: | The proposed subtasks differ in terms of which knowledge sources contain the relevant facts and where knowledge is present only at inference time using fictional knowledge. |
Textual Time Travel: A Temporally Informed Approach to Theory of Mind (2021.findings-emnlp)
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| Challenge: | Existing models that attribute mental states to oneself and others perform poorly on false belief tasks where beliefs differ from reality. |
| Approach: | They propose a temporally informed approach for improving the theory of mind capability of memory-augmented neural models by integrating priors about entities’ minds and tracking their mental states over time through an extended passage. |
| Outcome: | The proposed model improves performance on false belief tasks where beliefs differ from reality, especially when the dataset contains distracting sentences. |
AIMSCheck: Leveraging LLMs for AI-Assisted Review of Modern Slavery Statements Across Jurisdictions (2025.acl-long)
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Adriana Eufrosina Bora, Akshatha Arodi, Duoyi Zhang, Jordan Bannister, Mirko Bronzi, Arsene Fansi Tchango, Md Abul Bashar, Richi Nayak, Kerrie Mengersen
| Challenge: | Modern slavery acts require corporations to publish annual statements outlining their efforts to combat modern slavery. |
| Approach: | They present annotated datasets from the UK and Canada to enable cross-jurisdictional evaluation. |
| Outcome: | The proposed framework generalizes well across UK and Canadian jurisdictions, demonstrating the potential for broader application in compliance monitoring. |