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 4876–4900 of 5335 papers

Title	Date	Tasks	Status
Abstractive Compression of Captions with Attentive Recurrent Neural Networks	Sep 1, 2016	Machine TranslationSentence Compression	—Unverified
Incremental Generation of Visually Grounded Language in Situated Dialogue (demonstration system)	Sep 1, 2016	Text Generation	—Unverified
Process Based Evaluation of Computer Generated Poetry	Sep 1, 2016	Text Generation	—Unverified
Infusing NLU into Automatic Question Generation	Sep 1, 2016	Question GenerationQuestion-Generation	—Unverified
Towards proper name generation: a corpus analysis	Sep 1, 2016	Text Generation	—Unverified
On the verbalization patterns of part-whole relations in isiZulu	Sep 1, 2016	Automatic Speech Recognition (ASR)Speech Recognition	—Unverified
Automatic Generation of Student Report Cards	Sep 1, 2016	Sentiment AnalysisText Generation	—Unverified
Discourse-Driven Narrative Generation With Bipartite Planning	Sep 1, 2016	Text Generation	—Unverified
How can we adapt generation to the user's cognitive load?	Sep 1, 2016	Text Generation	—Unverified
Empirical Determination of Basic Heuristics for Narrative Content Planning	Sep 1, 2016	Text Generation	—Unverified
Automatic label generation for news comment clusters	Sep 1, 2016	Information RetrievalText Generation	—Unverified
Automatic Modification of Communication Style in Dialogue Management	Sep 1, 2016	Dialogue ManagementManagement	—Unverified
Sketch-to-Text Generation: Toward Contextual, Creative, and Coherent Composition	Sep 1, 2016	Image CaptioningSketch-to-text Generation	—Unverified
Good Automatic Authentication Question Generation	Sep 1, 2016	Common Sense ReasoningDependency Parsing	—Unverified
The Multilingual Affective Soccer Corpus (MASC): Compiling a biased parallel corpus on soccer reportage in English, German and Dutch	Sep 1, 2016	Text Generation	—Unverified
SimpleNLG-IT: adapting SimpleNLG to Italian	Sep 1, 2016	Text Generation	—Unverified
Category-Driven Content Selection	Sep 1, 2016	Data-to-Text GenerationText Generation	—Unverified
Investigating Fluidity for Human-Robot Interaction with Real-time, Real-world Grounding Strategies	Sep 1, 2016	Object RecognitionText Generation	—Unverified
Processing Document Collections to Automatically Extract Linked Data: Semantic Storytelling Technologies for Smart Curation Workflows	Sep 1, 2016	Efficient ExplorationEntity Linking	—Unverified
Content selection as semantic-based ontology exploration	Sep 1, 2016	Common Sense ReasoningText Generation	—Unverified
Generating sets of related sentences from input seed features	Sep 1, 2016	Machine TranslationSpeech Recognition	—Unverified
Aligning Texts and Knowledge Bases with Semantic Sentence Simplification	Sep 1, 2016	Information RetrievalSentence	—Unverified
On the Robustness of Standalone Referring Expression Generation Algorithms Using RDF Data	Sep 1, 2016	Referring ExpressionReferring expression generation	—Unverified
Comparing the Template-Based Approach to GF: the case of Afrikaans	Sep 1, 2016	Text Generation	—Unverified
Content Selection through Paraphrase Detection: Capturing different Semantic Realisations of the Same Idea	Sep 1, 2016	Paraphrase IdentificationSemantic Textual Similarity	—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