Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Machine Translation with Real-Time Web Search
Authors: Lei Cui, Ming Zhou, Qiming Chen, Dongdong Zhang, Mu Li
AAAI 2014 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Experimental results show that our web-based machine translation method demonstrates very promising performance in leveraging fresh translation knowledge and making translation decisions. |
| Researcher Affiliation | Collaboration | 1Harbin Institute of Technology, Harbin, P.R. China EMAIL 2Microsoft Research, Beijing, P.R. China EMAIL 3Shanghai Jiao Tong University, Shanghai, P.R. China EMAIL |
| Pseudocode | Yes | Algorithm 1 Decoding in web-based MT |
| Open Source Code | No | The paper does not provide an explicit statement about releasing the code or a link to a code repository. |
| Open Datasets | Yes | We evaluated phrase-level translation quality using a public dataset released by (Huang, Zhang, and Vogel 2005) and compared the accuracy to that approach. |
| Dataset Splits | Yes | The development data for parameter tuning with MERT (Och 2003) is a human annotated dataset with 1,483 sentences for both the baseline and our web-based MT system. |
| Hardware Specification | No | The paper mentions "a distributed system that contained 48 nodes" but lacks specific details such as CPU/GPU models, memory, or clock speeds. |
| Software Dependencies | No | No specific software versions for libraries, frameworks, or programming languages were mentioned. |
| Experiment Setup | Yes | In our experiments, was set to 3 and was set to 10. |