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Zero-shot Evaluation

2 articles · Page 1 of 1

Jul 3, 2026 · Artificial Intelligence

ICML 2026: Enabling Multimodal Large Models to Reason Over Time with the Open‑Source TaRO Framework

The paper introduces the Temporal‑Aware Reasoning Optimization (TaRO) framework, which equips multimodal video large models with time‑aware reasoning via template‑based exploration, a temporal‑sensitivity reward, and progressive curriculum learning, achieving state‑of‑the‑art zero‑shot performance on several video temporal grounding benchmarks, including long‑video datasets.

TaROTemporal ReasoningVideo Temporal Grounding

0 likes · 9 min read

ICML 2026: Enabling Multimodal Large Models to Reason Over Time with the Open‑Source TaRO Framework

PaperAgent

Dec 21, 2025 · Artificial Intelligence

Can a Text‑to‑Image Model Replace Traditional Vision Tools? Nano Banana Pro Zero‑Shot Test

This article evaluates the Nano Banana Pro text‑to‑image model, built on Gemini 3 Pro, across fourteen low‑level vision tasks and forty datasets using only prompts without fine‑tuning, revealing strong perceptual quality but weak pixel‑level metrics, and highlighting both its generative strengths and failure modes such as hallucinations and color shifts.

AI model analysisZero-shot Evaluationimage restoration

0 likes · 7 min read

Can a Text‑to‑Image Model Replace Traditional Vision Tools? Nano Banana Pro Zero‑Shot Test