Generating Chinese Classical Poems with RNN Encoder-Decoder
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Abstract (arXiv)
We take the generation of Chinese classical poem lines as a sequence-to-sequence learning problem, and build a novel system based on the RNN Encoder-Decoder structure to generate quatrains (Jueju in Chinese), with a topic word as input. Our system can jointly learn semantic meaning within a single line, semantic relevance among lines in a poem, and the use of structural, rhythmical and tonal patterns, without utilizing any constraint templates. Experimental results show that our system outperforms other competitive systems. We also find that the attention mechanism can capture the word associations in Chinese classical poetry and inverting target lines in training can improve performance.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Apr 2016.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 3; 2024: 3; 2025: 2; 2026: 2.
16 papers.
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- 2024CharPoet: A Chinese Classical Poetry Generation System Based on Token-free LLMcited by 18
- 2024What is the Best Way for ChatGPT to Translate Poetry?cited by 14
- 2023Can Large Language Model Comprehend Ancient Chinese? A Preliminary Test on ACLUEcited by 10
- 2023Mutation-Based Adversarial Attacks on Neural Text Detectorscited by 9
- 2022CC-Riddle: A Question Answering Dataset of Chinese Character Riddlescited by 6
- 2022Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalkcited by 6
- 2021SP-GPT2: Semantics Improvement in Vietnamese Poetry Generationcited by 5
- 2025WenyanGPT: A Large Language Model for Classical Chinese Taskscited by 4
- 2021Generate and Revise: Reinforcement Learning in Neural Poetrycited by 3
- 2022Multi-Modal Experience Inspired AI Creationcited by 3
- 2025PoeTone: A Framework for Constrained Generation of Structured Chinese Songci with LLMscited by 3
- 2023TPPoet: Transformer-Based Persian Poem Generation using Minimal Data and Advanced Decoding Techniquescited by 2
4 more
- 2026POEMetric: The Last Stanza of Humanitycited by 2
- 2021AfriKI: Machine-in-the-Loop Afrikaans Poetry Generationcited by 1
- 2024Song Form-aware Full-Song Text-to-Lyrics Generation with Multi-Level Granularity Syllable Count Controlcited by 1
- 2026Who Wrote This Line? Evaluating the Detection of LLM-Generated Classical Chinese Poetrycited by 1
- 2026Who Wrote This Line? Evaluating the Detection of LLM-Generated Classical Chinese Poetry11 Apr 2026
- 2026POEMetric: The Last Stanza of Humanity4 Apr 2026
- 2025PoeTone: A Framework for Constrained Generation of Structured Chinese Songci with LLMs4 Aug 2025
- 2025WenyanGPT: A Large Language Model for Classical Chinese Tasks29 Apr 2025
- 2024Song Form-aware Full-Song Text-to-Lyrics Generation with Multi-Level Granularity Syllable Count Control20 Nov 2024
- 2024What is the Best Way for ChatGPT to Translate Poetry?5 Jun 2024
- 2024CharPoet: A Chinese Classical Poetry Generation System Based on Token-free LLM7 Jan 2024
- 2023TPPoet: Transformer-Based Persian Poem Generation using Minimal Data and Advanced Decoding Techniques4 Dec 2023
- 2023Can Large Language Model Comprehend Ancient Chinese? A Preliminary Test on ACLUE14 Oct 2023
- 2023Mutation-Based Adversarial Attacks on Neural Text Detectors11 Feb 2023
- 2022Multi-Modal Experience Inspired AI Creation2 Sep 2022
- 2022Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalk2 Jul 2022
4 more
- 2022CC-Riddle: A Question Answering Dataset of Chinese Character Riddles28 Jun 2022
- 2021SP-GPT2: Semantics Improvement in Vietnamese Poetry Generation10 Oct 2021
- 2021AfriKI: Machine-in-the-Loop Afrikaans Poetry Generation30 Mar 2021
- 2021Generate and Revise: Reinforcement Learning in Neural Poetry8 Feb 2021
- 2024CharPoet: A Chinese Classical Poetry Generation System Based on Token-free LLMcited by 18
- 2024What is the Best Way for ChatGPT to Translate Poetry?cited by 14
- 2023Can Large Language Model Comprehend Ancient Chinese? A Preliminary Test on ACLUEcited by 10
- 2023Mutation-Based Adversarial Attacks on Neural Text Detectorscited by 9
- 2022CC-Riddle: A Question Answering Dataset of Chinese Character Riddlescited by 6
- 2022Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalkcited by 6
- 2021SP-GPT2: Semantics Improvement in Vietnamese Poetry Generationcited by 5
- 2025WenyanGPT: A Large Language Model for Classical Chinese Taskscited by 4
- 2021Generate and Revise: Reinforcement Learning in Neural Poetrycited by 3
- 2022Multi-Modal Experience Inspired AI Creationcited by 3
- 2025PoeTone: A Framework for Constrained Generation of Structured Chinese Songci with LLMscited by 3
- 2023TPPoet: Transformer-Based Persian Poem Generation using Minimal Data and Advanced Decoding Techniquescited by 2
12 most cited of 16 All 16 (JSON)
- 2026Who Wrote This Line? Evaluating the Detection of LLM-Generated Classical Chinese Poetry11 Apr 2026
- 2026POEMetric: The Last Stanza of Humanity4 Apr 2026
- 2025PoeTone: A Framework for Constrained Generation of Structured Chinese Songci with LLMs4 Aug 2025
- 2025WenyanGPT: A Large Language Model for Classical Chinese Tasks29 Apr 2025
- 2024Song Form-aware Full-Song Text-to-Lyrics Generation with Multi-Level Granularity Syllable Count Control20 Nov 2024
- 2024What is the Best Way for ChatGPT to Translate Poetry?5 Jun 2024
- 2024CharPoet: A Chinese Classical Poetry Generation System Based on Token-free LLM7 Jan 2024
- 2023TPPoet: Transformer-Based Persian Poem Generation using Minimal Data and Advanced Decoding Techniques4 Dec 2023
- 2023Can Large Language Model Comprehend Ancient Chinese? A Preliminary Test on ACLUE14 Oct 2023
- 2023Mutation-Based Adversarial Attacks on Neural Text Detectors11 Feb 2023
- 2022Multi-Modal Experience Inspired AI Creation2 Sep 2022
- 2022Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalk2 Jul 2022
12 newest of 16 All 16 (JSON)