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Latest papers

1. JevOut: Natural Context Can Flip Decision Models cs.CL · 24 Sep · 2 hits

   Dedicated decision models such as Jev map unstructured language to probability distributions over finite choices, allowing their outputs to directly route requests,…

2. SemMSA: Latent Semantic-Aided Robust Multimodal Sentiment Analysis with Incomplete Data cs.CL · 24 Sep · 2 hits

   Recent research on Multimodal Sentiment Analysis (MSA) has focused on learning from language, visual, and acoustic modalities with incomplete data to infer human sentiment. Most studies…

3. OmniFabric: Coherent UV Space Texture Synthesis for 3D Garment Reconstruction cs.CV · 24 Sep · 1 hit

   …single reference image, our pipeline utilizes an estimated 3D mesh and generative priors of powerful Vision-Language Models (VLM) to establish a complete but coarse texture initialization across the unwrapped sewing…

4. To Trust or Not to Trust: Retrieval-Augmented Fact Checking in Speech cs.LG · 24 Sep · 1 hit

   …speech. We introduce VeriSpeak, a probe benchmark for studying speech-based fact verification in Large Audio Language Models (LALMs). VeriSpeak contains 3,879 spoken claims spanning temporal, geographical, and…

5. Requirement-Bound Verified Commissioning: A Frozen Four-Billion-Parameter Local Model as a Candidate Generator under an External Acceptance Layer with Verification and Release Authority cs.SE · 24 Sep · 1 hit

   …from release authority. Requirements unsupported by a deterministic parser are routed to a frozen local language model with four billion parameters. Plans are released only when both facts can be derived by an…

6. Minimally Invasive Steering of Language Models cs.LG · 24 Sep · 3 hits

   Pre-logit steering adapts a frozen language model to a test-time reward by adding vectors to its final hidden states. Unregularized reward…

7. Jev in the Wild: A Data-Driven Analysis of the Jev Model's Functionality, Applications and Ecosystem cs.SE · 24 Sep · 1 hit

   Jev is a fast, low-cost decision model that answers natural-language questions with choices, binary judgments, and scores. As its public ecosystem grows rapidly, it…

8. The Alignment Illusion in Multimodal Large Language Models cs.CV · 24 Sep · 5 hits

   Layer-wise visual-text similarity in Multimodal Large Language Models (MLLMs) is widely interpreted as evidence that the language model progressively integrates…