Rohit Saxena

@rohit-saxena

PhD student at University of Edinburgh Long Context | Summarization | Vision and Language | Narratives https://saxenarohit.github.io/

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Posts 20.11.2024
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Latest posts by Rohit Saxena @rohit-saxena

Congrats! Looks like time is a big failure case for these models (cc @neuralnoise.com @aryopg.bsky.social @rohit-saxena.bsky.social )
bsky.app/profile/emil...

17.05.2025 07:07 👍 3 🔁 2 💬 1 📌 0

Work done with @neuralnoise.com Frank Keller

10.03.2025 14:19 👍 1 🔁 0 💬 0 📌 0

We tested state-of-the-art multimodal LLMs on this challenging task—and they struggled! 🤖📉

We also propose a new method:
🔥SEGMENT & SUMMARIZE, a training-free approach that outperforms existing models by:
🔹 Segmenting the poster into logical regions
🔹 Performing local & global summarization

10.03.2025 14:19 👍 0 🔁 0 💬 1 📌 0

📊 PosterSum features 16,305 poster-abstract pairs from major ML conferences.

Task: Summarize a research poster image into a concise abstract summary.

10.03.2025 14:19 👍 1 🔁 0 💬 1 📌 0

Can multimodal LLMs truly understand research poster images?📊

🚀 We introduce PosterSum—a new multimodal benchmark for scientific poster summarization!

📂 Dataset: huggingface.co/datasets/rohitsaxena/PosterSum
📜 Paper: arxiv.org/abs/2502.17540

10.03.2025 14:19 👍 8 🔁 4 💬 1 📌 0

🙋‍♂️

20.11.2024 17:19 👍 1 🔁 0 💬 0 📌 0

I'd love to be added!
Thanks

20.11.2024 12:15 👍 1 🔁 0 💬 1 📌 0

Would love to be added!

20.11.2024 12:08 👍 0 🔁 0 💬 0 📌 0

Hello, can you please add me? Thanks

20.11.2024 11:59 👍 1 🔁 0 💬 0 📌 0

I'd love to be added!
Thanks

20.11.2024 11:48 👍 0 🔁 0 💬 1 📌 0