Author

Emre Akbas

Middle East Technical University

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Preprint Aug 2026

CBX-Bench: A Human-Aligned MLLM Council for Benchmarking Concept Bottleneck Model Explanations

A multimodal large language model (MLLM) council is developed that, given an image and its CBM explanation, produces an explanation quality score, and CBX-Bench, a public benchmark and leaderboard, provides a human-aligned, scalable evaluation of CBM explanations beyond accuracy and isolated qualitative examples.

Yusuf Meric Karadag, Gulay Oklan, Seref Baris Cagliyan et al. · 0 citations

#artificial intelligence Preprint Aug 2026

REIGN: Refurbished Embeddings with Integrated Guidance Networks for Efficient Context-Length Scaling

This work proposes REIGN (Refurbished Embeddings with Integrated Guidance Networks), a contrastively trained bi-encoder that operates on sequences of contextualised chunk embeddings from a frozen Guidance Network rather than on raw tokens for document-to-document retrieval.

Devrim Cavusoglu, Emre Akbas · 0 citations