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 2551–2575 of 5335 papers

Title	Date	Tasks	Status	Hype
Improving Zero-Shot Multilingual Text Generation via Iterative Distillation	Oct 1, 2022	Knowledge DistillationText Generation	—Unverified	0
Analyzing Persuasion Strategies of Debaters on Social Media	Oct 1, 2022	Persuasion StrategiesText Generation	—Unverified	0
Improving Code-switched ASR with Linguistic Information	Oct 1, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Topicalization in Language Models: A Case Study on Japanese	Oct 1, 2022	PositionSentence	—Unverified	0
Programmable Annotation with Diversed Heuristics and Data Denoising	Oct 1, 2022	DenoisingText Generation	—Unverified	0
Content Type Profiling of Data-to-Text Generation Datasets	Oct 1, 2022	Data-to-Text GenerationText Generation	CodeCode Available	0
CodeDSI: Differentiable Code Search	Oct 1, 2022	Code GenerationCode Search	—Unverified	0
Calibrating Sequence likelihood Improves Conditional Language Generation	Sep 30, 2022	abstractive question answeringAbstractive Text Summarization	—Unverified	0
Synonym Detection Using Syntactic Dependency And Neural Embeddings	Sep 30, 2022	Machine TranslationText Generation	—Unverified	0
DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing	Sep 29, 2022	DiagnosticNamed Entity Recognition	—Unverified	0
Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionals	Sep 29, 2022	Text Generation	CodeCode Available	3
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation	Sep 28, 2022	DecoderOpen-Domain Question Answering	—Unverified	0
UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in Recommendation	Sep 28, 2022	DiversityExplainable Recommendation	CodeCode Available	0
WikiDes: A Wikipedia-Based Dataset for Generating Short Descriptions from Paragraphs	Sep 27, 2022	ArticlesContrastive Learning	CodeCode Available	1
EditEval: An Instruction-Based Benchmark for Text Improvements	Sep 27, 2022	Text Generation	CodeCode Available	1
Knowledge Representation for Conceptual, Motivational, and Affective Processes in Natural Language Communication	Sep 26, 2022	Machine TranslationSentence	—Unverified	0
Word to Sentence Visual Semantic Similarity for Caption Generation: Lessons Learned	Sep 26, 2022	Caption GenerationSemantic Similarity	—Unverified	0
Informative Text Generation from Knowledge Triples	Sep 26, 2022	DecoderText Generation	—Unverified	0
Controllable Text Generation for Open-Domain Creativity and Fairness	Sep 24, 2022	FairnessMachine Translation	—Unverified	0
Selecting Better Samples from Pre-trained LLMs: A Case Study on Question Generation	Sep 22, 2022	DiversityQuestion Generation	—Unverified	0
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation	Sep 22, 2022	GPULanguage Modelling	—Unverified	0
Learning to Write with Coherence From Negative Examples	Sep 22, 2022	DecoderNatural Language Inference	—Unverified	0
XF2T: Cross-lingual Fact-to-Text Generation for Low-Resource Languages	Sep 22, 2022	Data-to-Text GenerationDescriptive	—Unverified	0
Assessing ASR Model Quality on Disordered Speech using BERTScore	Sep 21, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting	Sep 20, 2022	Language ModellingRepresentation Learning	CodeCode Available	1

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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