# Multilingual Table Question Answering on MultiTEND ZH (Chinese) Source: [Multilingual Table Question Answering on MultiTEND ZH (Chinese)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:36.131Z Evaluation of model performance on the Chinese subset of the MultiTEND dataset for Multilingual Table Question Answering, measured using EM, QSM, QFC, EX, EFM, and EVM. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Multilingual Table Question Answering | | Dataset (including any stated split) | MultiTEND ZH (Chinese) | | Metric | EM | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [EM](): Higher is better; unit: PERCENT. - [QSM](): Higher is better; unit: PERCENT. - [QFC](): Higher is better; unit: PERCENT. - [EX](): Higher is better; unit: PERCENT. - [EFM](): Higher is better; unit: PERCENT. - [EVM](): Higher is better; unit: PERCENT. ## Recorded results | Method | EM | Result date | Report paper | | --- | --- | --- | --- | | MultiLink | 23.47 | Not recorded | 68fa76fd1e209131cea70476 | | RAG for LLM | 13.98 | Not recorded | 68fa76fd1e209131cea70476 | | SMART | 13.94 | Not recorded | 68fa76fd1e209131cea70476 | | Fine-tuned Llama | 13.57 | Not recorded | 68fa76fd1e209131cea70476 | | Few-shot LLM | 10.25 | Not recorded | 68fa76fd1e209131cea70476 | | Zero-shot LLM | 0.61 | Not recorded | 68fa76fd1e209131cea70476 | ### MultiLink EM: 23.47. Result ID: 699468623a6c3148491d0951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RAG for LLM EM: 13.98. Result ID: 699468623a6c3148491d094f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"RAG"}. This record does not assert independent reproduction. ### SMART EM: 13.94. Result ID: 699468623a6c3148491d0950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fine-tuned Llama EM: 13.57. Result ID: 699468623a6c3148491d094c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama","Evaluation Protocol":"Fine-tuned"}. This record does not assert independent reproduction. ### Few-shot LLM EM: 10.25. Result ID: 699468623a6c3148491d094e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot"}. This record does not assert independent reproduction. ### Zero-shot LLM EM: 0.61. Result ID: 699468623a6c3148491d094d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.