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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1951–1975 of 5335 papers

Title	Date	Tasks	Status	Hype
Opening up ChatGPT: Tracking openness, transparency, and accountability in instruction-tuned text generators	Jul 8, 2023	FairnessInstruction Following	CodeCode Available	1
Advancements in Scientific Controllable Text Generation Methods	Jul 8, 2023	Text Generation	—Unverified	0
RADAR: Robust AI-Text Detection via Adversarial Learning	Jul 7, 2023	FairnessText Detection	—Unverified	0
On the Efficacy of Sampling Adapters	Jul 7, 2023	Text Generation	CodeCode Available	0
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging	Jul 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
PREADD: Prefix-Adaptive Decoding for Controlled Text Generation	Jul 6, 2023	AttributeText Generation	CodeCode Available	1
Style Over Substance: Evaluation Biases for Large Language Models	Jul 6, 2023	Text Generation	—Unverified	0
Text Alignment Is An Efficient Unified Model for Massive NLP Tasks	Jul 6, 2023	Question AnsweringText Generation	CodeCode Available	1
Dynamic Observation Policies in Observation Cost-Sensitive Reinforcement Learning	Jul 5, 2023	OpenAI Gymreinforcement-learning	CodeCode Available	0
SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference	Jul 5, 2023	Text Generation	—Unverified	0
Zero-Shot Dense Video Captioning by Jointly Optimizing Text and Moment	Jul 5, 2023	Dense Video CaptioningLanguage Modelling	—Unverified	0
Building Cooperative Embodied Agents Modularly with Large Language Models	Jul 5, 2023	Text Generation	CodeCode Available	2
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels	Jul 5, 2023	Image CaptioningPrompt Learning	—Unverified	0
Deductive Additivity for Planning of Natural Language Proofs	Jul 5, 2023	Language ModellingLarge Language Model	CodeCode Available	0
Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data	Jul 4, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Natural Language Generation and Understanding of Big Code for AI-Assisted Programming: A Review	Jul 4, 2023	Clone DetectionCode Completion	—Unverified	0
Knowledge Graph for NLG in the context of conversational agents	Jul 4, 2023	KG-to-Text GenerationKnowledge Graphs	—Unverified	0
Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models	Jul 3, 2023	FormInstruction Following	CodeCode Available	1
VOLTA: Improving Generative Diversity by Variational Mutual Information Maximizing Autoencoder	Jul 3, 2023	DiversityText Generation	—Unverified	0
PatternGPT :A Pattern-Driven Framework for Large Language Model Text Generation	Jul 2, 2023	Federated LearningLanguage Modeling	—Unverified	0
FairPrism: Evaluating Fairness-Related Harms in Text Generation	Jul 1, 2023	FairnessText Generation	CodeCode Available	1
BatGPT: A Bidirectional Autoregessive Talker from Generative Pre-trained Transformer	Jul 1, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
More for Less: Compact Convolutional Transformers Enable Robust Medical Image Classification with Limited Data	Jul 1, 2023	Image Captioningimage-classification	—Unverified	0
Stay on topic with Classifier-Free Guidance	Jun 30, 2023	Code GenerationCommon Sense Reasoning	—Unverified	0
Joint Level Generation and Translation Using Gameplay Videos	Jun 29, 2023	Text GenerationTranslation	—Unverified	0

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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