Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Papers

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Showing 3801–3825 of 5335 papers

Title	Date	Tasks	Status
Boosting Code-Switching ASR with Mixture of Experts Enhanced Speech-Conditioned LLM	Sep 24, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Boosting coherence of language models	Nov 16, 2021	Text Generation	—Unverified
Boosting Event Extraction with Denoised Structure-to-Text Augmentation	May 16, 2023	Data AugmentationDeep Reinforcement Learning	—Unverified
Boosting Natural Language Generation from Instructions with Meta-Learning	Oct 20, 2022	Meta-LearningText Generation	—Unverified
Boosting Naturalness of Language in Task-oriented Dialogues via Adversarial Training	Apr 30, 2020	Text Generation	—Unverified
Boosting Radiology Report Generation by Infusing Comparison Prior	May 8, 2023	Medical Report GenerationText Generation	—Unverified
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs	Oct 1, 2018	Abusive LanguageBIG-bench Machine Learning	—Unverified
Bootstrapping incremental dialogue systems: using linguistic knowledge to learn from minimal data	Dec 1, 2016	Dialogue ManagementManagement	—Unverified
Bootstrapping incremental dialogue systems from minimal data: the generalisation power of dialogue grammars	Sep 22, 2017	Dialogue ManagementManagement	—Unverified
Bootstrapping NLP tools across low-resourced African languages: an overview and prospects	Oct 21, 2022	DiversityText Generation	—Unverified
Boundary Seeking GANs	Jan 1, 2018	Scene UnderstandingText Generation	—Unverified
BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedback	Feb 4, 2024	Language ModelingLanguage Modelling	—Unverified
BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation	Oct 19, 2024	EEGRepresentation Learning	—Unverified
Brainstorming Brings Power to Large Language Models of Knowledge Reasoning	Jun 2, 2024	Logical ReasoningReading Comprehension	—Unverified
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation	Oct 23, 2023	Language Model EvaluationLanguage Modeling	—Unverified
Breaking the Softmax Bottleneck via Learnable Monotonic Pointwise Non-linearities	Feb 21, 2019	Language ModelingLanguage Modelling	—Unverified
Breast Ultrasound Report Generation using LangChain	Dec 5, 2023	DiagnosticText Generation	—Unverified
Bridging Brain Signals and Language: A Deep Learning Approach to EEG-to-Text Decoding	Feb 11, 2025	EEGRepresentation Learning	—Unverified
Bridging Music and Text with Crowdsourced Music Comments: A Sequence-to-Sequence Framework for Thematic Music Comments Generation	Sep 5, 2022	DecoderText Generation	—Unverified
Bridging Subword Gaps in Pretrain-Finetune Paradigm for Natural Language Generation	Jun 11, 2021	Text Generation	—Unverified
FineEdit: Unlock Instruction-Based Text Editing for LLMs	Feb 19, 2025	ArticlesText Generation	—Unverified
Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation	May 1, 2023	Text Generation	—Unverified
Bridging the Gap Between Training and Inference of Bayesian Controllable Language Models	Jun 11, 2022	AttributeText Generation	—Unverified
Bridging the Structural Gap Between Encoding and Decoding for Data-To-Text Generation	Jul 1, 2020	Data-to-Text GenerationDecoder	—Unverified
Bringing Roguelikes to Visually-Impaired Players by Using NLP	May 1, 2020	Text Generation	—Unverified

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All datasets DART COCO Captions EMNLP2017 WMT ReDial CommonGen ROCStories Chinese Poems Czech restaurant information OpenWebText SciQ Yahoo Questions ADGEN

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T5B Baseline	BLEU	48.74	—	Unverified
2	FactT5B	BLEU	48.37	—	Unverified
3	JointGT Baseline	BLEU	47.51	—	Unverified
4	FactJointGT	BLEU	47.39	—	Unverified
5	Control Prefixes (T5-large)	METEOR	0.41	—	Unverified
6	T5	METEOR	0.12	—	Unverified
7	BART	METEOR	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.95	—	Unverified
2	partGAN	BLEU-2	0.91	—	Unverified
3	RankGAN	BLEU-2	0.85	—	Unverified
4	RelGAN (100)	BLEU-2	0.85	—	Unverified
5	SeqGAN	BLEU-2	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.96	—	Unverified
2	PPOGAN	BLEU-2	0.91	—	Unverified
3	RelGAN	BLEU-2	0.88	—	Unverified
4	SeqGAN	BLEU-2	0.86	—	Unverified
5	RankGAN	BLEU-2	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniCRS	Distinct-3	0.65	—	Unverified
2	CRFR	Distinct-3	0.52	—	Unverified
3	KGSF	Distinct-3	0.43	—	Unverified
4	C2CRS	Distinct-3	0.33	—	Unverified
5	KBRD	Distinct-3	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniLM	CIDEr	14.92	—	Unverified
2	BART (TextBox 2.0)	CIDEr	12.98	—	Unverified
3	BART	METEOR	0.3	—	Unverified
4	T5	METEOR	0.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Beam search + A*esque (beam)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (sample)	BLEU-1	34.4	—	Unverified
3	Beam search + A*esque (greedy)	BLEU-1	34.3	—	Unverified
4	Beam search	BLEU-1	33.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RankGAN	BLEU-2	0.81	—	Unverified
2	SeqGAN	BLEU-2	0.74	—	Unverified
3	LeakGAN	BLEU-2	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TGen++	METEOR	0.17	—	Unverified
2	TGen	METEOR	0.15	—	Unverified
3	TGen+	METEOR	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT2-124M	eval_loss	3.12	—	Unverified
2	GPT2-81M-LOOP	eval_loss	3.11	—	Unverified
3	GPT2-Hermite	eval_loss	2.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LLaMA-65B+CFG (zero-shot)	Accuracy	96.6	—	Unverified
2	LLaMA-30B+CFG (zero-shot)	Accuracy	96.4	—	Unverified
3	LLaMA-13B+CFG (zero-shot)	Accuracy	95.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN-VAE	NLL	332.1	—	Unverified
2	SA-VAE	NLL	327.5	—	Unverified
3	Aggressive VAE	NLL	326.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	BLEU-4	10.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STWGAN-GP	BLEU-3	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PALM	ROUGE-L	41.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	64.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AEM+Attention	BLEU-1	14.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	ASR	65.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	42.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Graph2Seq	BLEU	22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WGANGP + DGflow	JS-4	0.19	—	Unverified