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## Multimodal Instruction Tuning
| Title | Venue | Date | Code | Demo |
|:--------|:--------:|:--------:|:--------:|:--------:|
+| 
[**RoboTracer: Mastering Spatial Trace with Reasoning in Vision-Language Models for Robotics**](https://arxiv.org/pdf/2512.13660)
| arXiv | 2025-12-15 | [Github](https://github.com/Zhoues/RoboTracer) | - |
| [**Introducing GPT-5.2**](https://openai.com/index/introducing-gpt-5-2/) | OpenAI | 2025-12-11 | - | - |
| [**Introducing Mistral 3**](https://mistral.ai/news/mistral-3) | Blog | 2025-12-02 | [Huggingface](https://huggingface.co/collections/mistralai/mistral-large-3) | - |
| 
[**Qwen3-VL Technical Report**](https://arxiv.org/pdf/2511.21631)
| arXiv | 2025-11-26 | [Github](https://github.com/QwenLM/Qwen3-VL) | [Demo](https://huggingface.co/spaces/Qwen/Qwen3-VL-Demo) |
@@ -444,6 +445,7 @@ ICLR 2025, [Paper](https://arxiv.org/pdf/2408.13257.pdf), [Project](https://mme-
## LLM-Aided Visual Reasoning
| Title | Venue | Date | Code | Demo |
|:--------|:--------:|:--------:|:--------:|:--------:|
+| 
[**RoboTracer: Mastering Spatial Trace with Reasoning in Vision-Language Models for Robotics**](https://arxiv.org/pdf/2512.13660)
| arXiv | 2025-12-15 | [Github](https://github.com/Zhoues/RoboTracer) | - |
| 
[**VideoDeepResearch: Long Video Understanding With Agentic Tool Using**](https://arxiv.org/pdf/2506.10821)
| arXiv | 2025-06-12 | [Github](https://github.com/yhy-2000/VideoDeepResearch) | Local Demo |
| 
[**Beyond Embeddings: The Promise of Visual Table in Multi-Modal Models**](https://arxiv.org/pdf/2403.18252.pdf)
| arXiv | 2024-03-27 | [Github](https://github.com/LaVi-Lab/Visual-Table) | - |
| 
[**V∗: Guided Visual Search as a Core Mechanism in Multimodal LLMs**](https://arxiv.org/pdf/2312.14135.pdf)
| arXiv | 2023-12-21 | [Github](https://github.com/penghao-wu/vstar) | Local Demo |
@@ -682,6 +684,7 @@ ICLR 2025, [Paper](https://arxiv.org/pdf/2408.13257.pdf), [Project](https://mme-
## Benchmarks for Evaluation
| Name | Paper | Link | Notes |
|:-----|:-----:|:----:|:-----:|
+| **TraceSpatial-Bench** | [RoboTracer: Mastering Spatial Trace with Reasoning in Vision-Language Models for Robotics](https://arxiv.org/pdf/2512.13660) | [Link](https://zhoues.github.io/RoboTracer/) | A benchmark to evaluate 3D spatial tracing with reasoning. |
| **Inst-IT Bench** | [Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction Tuning](https://arxiv.org/pdf/2412.03565) | [Link](https://github.com/inst-it/inst-it) | A benchmark to evaluate fine-grained instance-level understanding in images and videos |
| **M3CoT** | [M3CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought](https://arxiv.org/pdf/2405.16473) | [Link](https://github.com/LightChen233/M3CoT) | A multi-domain, multi-step benchmark for multimodal CoT |
| **MMGenBench** | [MMGenBench: Evaluating the Limits of LMMs from the Text-to-Image Generation Perspective](https://arxiv.org/pdf/2411.14062) | [Link](https://github.com/lerogo/MMGenBench) | A benchmark that gauges the performance of constructing image-generation prompt given an image |