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 5001–5025 of 5335 papers

Title	Date	Tasks	Status
Generating Referential Descriptions Involving Relations by a Best-First Searching Procedure -- A System Demo	Sep 1, 2015	Text Generation	—Unverified
A Simple Surface Realization Engine for Telugu	Sep 1, 2015	Text Generation	—Unverified
Identification and Disambiguation of Lexical Cues of Rhetorical Relations across Different Text Genres	Sep 1, 2015	Machine TranslationText Generation	—Unverified
Generating and Evaluating Landmark-Based Navigation Instructions in Virtual Environments	Sep 1, 2015	Text Generation	—Unverified
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries	Sep 1, 2015	Document SummarizationMulti-Document Summarization	—Unverified
Summarising Unreliable Data	Sep 1, 2015	Text Generation	—Unverified
GhostWriter: Using an LSTM for Automatic Rap Lyric Generation	Sep 1, 2015	Language ModellingText Generation	—Unverified
Call Centre Conversation Summarization: A Pilot Task at Multiling 2015	Sep 1, 2015	Abstractive Text SummarizationConversation Summarization	—Unverified
A New Approach for Idiom Identification Using Meanings and the Web	Sep 1, 2015	Information RetrievalMachine Translation	—Unverified
A Domain Agnostic Approach to Verbalizing n-ary Events without Parallel Corpora	Sep 1, 2015	Data-to-Text GenerationText Generation	—Unverified
Inducing Clause-Combining Rules: A Case Study with the SPaRKy Restaurant Corpus	Sep 1, 2015	Learning-To-RankText Generation	—Unverified
Input Seed Features for Guiding the Generation Process: A Statistical Approach for Spanish	Sep 1, 2015	Language ModellingText Generation	—Unverified
Reversibility reconsidered: finite-state factors for efficient probabilistic sampling in parsing and generation	Sep 1, 2015	Machine TranslationSemantic Parsing	—Unverified
Generating Image Descriptions with Gold Standard Visual Inputs: Motivation, Evaluation and Baselines	Sep 1, 2015	Image RetrievalObject Recognition	—Unverified
Moving Targets: Human References to Unstable Landmarks	Sep 1, 2015	Text Generation	—Unverified
Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions	Sep 1, 2015	Machine TranslationSemantic Composition	—Unverified
Creating Textual Driver Feedback from Telemetric Data	Sep 1, 2015	Text Generation	—Unverified
Evaluating a Dynamic Time Warping Based Scoring Algorithm for Facial Expressions in ASL Animations	Sep 1, 2015	Dynamic Time WarpingText Generation	—Unverified
Learning Domain-Independent Dialogue Policies via Ontology Parameterisation	Sep 1, 2015	Decision MakingDialogue State Tracking	—Unverified
A Game-Based Setup for Data Collection and Task-Based Evaluation of Uncertain Information Presentation	Sep 1, 2015	Decision MakingText Generation	—Unverified
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
Talking about the Moving Image: A Declarative Model for Image Schema Based Embodied Perception Grounding and Language Generation	Aug 13, 2015	Spatial ReasoningText Generation	—Unverified
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking	Aug 7, 2015	RerankingSentence	—Unverified
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems	Aug 7, 2015	InformativenessSentence	CodeCode Available
Generative Incremental Dependency Parsing with Neural Networks	Jul 1, 2015	Dependency ParsingLanguage Modelling	—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 (sample)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (beam)	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