结果显示MMT-Bench的基准测试给现有的LVLMs带来了重大挑战,即使是InternVL-Chat、GPT-4o和GeminiProVision等先进模型,其准确率也仅分别为63.4%、65.5%和61.6%。 综合而言,闭源的专有模型GPT-4o目前在MMT-Bench中取得了领先地位,超过了InternVL-chat、QWen-VL-Plus、GPT-4V和GeminiProVision等其他模型。 值得注意的...
MMT-Bench is a comprehensive benchmark designed to evaluate Large Vision-Language Models (LVLMs) across a wide array of multimodal tasks that require expert knowledge as well as deliberate visual recognition, localization, reasoning, and planning¹. It includes 31,325 meticulously curated multi-choi...
@misc{mmtbench, title={MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI}, author={Kaining Ying and Fanqing Meng and Jin Wang and Zhiqian Li and Han Lin and Yue Yang and Hao Zhang and Wenbo Zhang and Yuqi Lin and Shuo Liu ...
Due to its extensive task coverage, MMT-Bench enables the evaluation of LVLMs using a task map, facilitating the discovery of in- and out-of-domain tasks. Evaluation results involving 30 30 LVLMs such as the proprietary GPT-4V, GeminiProVision, and open-sourced InternVL-Chat, underscore the...
and indenture provisions, and the issuer's management ability, capital structure, leverage, and ability to meet its current obligations. It seeks to benchmarks the performance of its portfolio against a combination of the Citigroup World Government Bond Non-Dollar Hedged Index, JPMorgan Emerging Ma...
Amphoe Benchalak, Ban Siao, Ban Sieo, Benchalak, King Amphoe Benchalak, Siao, ban seiyw, seiyw, บ้านเสียว, เบญจลักษ์, เสียว Currency Baht (THB) Geographic Coordinates 14° 47' N Latitude / 104° 40' E Longitude Inter...
Then each output variance of the MIMO system employing the multivariable MMTMV controller is derived and the average variance of all controlled variables is utilized as the benchmark to assess the performance of the MIMO system with time-variant disturbances. Finally, the effectiveness of MMTMV is...
BenchmarkDotNet.Artifacts/ # .NET Core project.lock.json project.fragment.lock.json artifacts/ # ASP.NET Scaffolding ScaffoldingReadMe.txt # StyleCop StyleCopReport.xml # Files built by Visual Studio *_i.c *_p.c *_h.h *.ilk *.meta *.obj *.iobj *.pch *.pdb *.ipdb *.pgc *.pgd...
seek high current income, but may also consider capital appreciation. The fund normally invests at least 80% of its net assets in fixed income securities. MFS may invest up to 100% of the fund’s assets in below investment grade quality debt instruments. Benchmark: JPMorgan Em Mkts Bd Glb...
Es können zwar verschiedene Benchmarkwerte zur Berechnung herangezogen werden, diese können jedoch höher sein als die tatsächlichen Emissionen des Herstellers und dementsprechend (wohl ab 2027) zu höheren CBAM-Kosten führen. Für eine effektive Berechnung und Berichterstattung ist ...