Papers by Akshit Sinha
A Graph Talks, But Who’s Listening? Rethinking Evaluations for Graph-Language Models (2026.findings-acl)
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| Challenge: | Existing benchmarks for Graph-Language Models (GLMs) do not assess true multimodal integration. |
| Approach: | They propose a benchmark to evaluate multimodal reasoning over graph topology and textual semantics. |
| Outcome: | The proposed benchmarks show that strong performance is achievable using textual or structural features in isolation, bypassing the need for joint reasoning. |