Papers with GIS
SpatialWebAgent: Leveraging Large Language Models for Automated Spatial Information Extraction and Map Grounding (2025.acl-demo)
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| Challenge: | Understanding and extracting spatial information from text is vital for a wide range of applications, says nielsen . inherent complexity of geographic expressions in natural language presents significant hurdles for traditional extraction methods. |
| Approach: | They propose a system that leverages large language models to extract spatial information from natural language. |
| Outcome: | SpatialWebAgent is designed to extract, standardize, and ground spatial information from natural language text directly onto maps. |
Carcinologic Speech Severity Index Project: A Database of Speech Disorder Productions to Assess Quality of Life Related to Speech After Cancer (L18-1)
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Corine Astésano, Mathieu Balaguer, Jérôme Farinas, Corinne Fredouille, Pascal Gaillard, Alain Ghio, Imed Laaridh, Muriel Lalain, Benoît Lepage, Julie Mauclair, Olivier Nocaudie, Julien Pinquier, Oriol Pont, Gilles Pouchoulin, Michèle Puech, Danièle Robert, Etienne Sicard, Virginie Woisard
| Challenge: | Increasing mortality in cancerology highlights the importance of reducing the impact on the Quality of Life after cancer treatment. |
| Approach: | They collect a large database of french speech recordings aimed at validating Disorder Severity Indexes. |
| Outcome: | The collected data will be available to the scientific community through the GIS Parolotheque. |
From Trajectories to Graphs: Contract-Checked Editing for Verifier-Guided LLM Reasoning (2026.acl-long)
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| Challenge: | Existing methods for inference-time search refine single trajectories and lack a reliable mechanism for composing partial solutions across candidates. |
| Approach: | a new method uses a gate-based algorithm to validate a nontrivial edit before invoking the verifier. |
| Outcome: | a new method improves verifier-runnable recombination and accuracy over existing methods . it outperforms execution-guided beam search on Spider and humanEval-MF on MCTS . a contract-checked graph editing improves recompilation and recombines partial solutions . |