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 1676–1700 of 5335 papers

Title	Date	Tasks	Status	Hype
The Iron(ic) Melting Pot: Reviewing Human Evaluation in Humour, Irony and Sarcasm Generation	Nov 9, 2023	Text Generation	—Unverified	0
Zero-Shot Goal-Directed Dialogue via RL on Imagined Conversations	Nov 9, 2023	Text Generation	—Unverified	0
Model-Based Minimum Bayes Risk Decoding for Text Generation	Nov 9, 2023	DecoderText Generation	CodeCode Available	0
TencentLLMEval: A Hierarchical Evaluation of Real-World Capabilities for Human-Aligned LLMs	Nov 9, 2023	BenchmarkingQuestion Answering	CodeCode Available	1
SEMQA: Semi-Extractive Multi-Source Question Answering	Nov 8, 2023	AttributeLong Form Question Answering	CodeCode Available	1
Leveraging Speculative Sampling and KV-Cache Optimizations Together for Generative AI using OpenVINO	Nov 8, 2023	QuantizationText Generation	CodeCode Available	4
Prompt Sketching for Large Language Models	Nov 8, 2023	Arithmetic ReasoningBenchmarking	—Unverified	0
Input Reconstruction Attack against Vertical Federated Large Language Models	Nov 7, 2023	Federated LearningGPU	—Unverified	0
Which is better? Exploring Prompting Strategy For LLM-based Metrics	Nov 7, 2023	Text Generation	CodeCode Available	1
Multitask Multimodal Prompted Training for Interactive Embodied Task Completion	Nov 7, 2023	DecoderText Generation	—Unverified	0
Adapting Pre-trained Generative Models for Extractive Question Answering	Nov 6, 2023	Extractive Question-AnsweringLong Form Question Answering	—Unverified	0
AnyText: Multilingual Visual Text Generation And Editing	Nov 6, 2023	Image GenerationOptical Character Recognition (OCR)	CodeCode Available	4
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding	Nov 6, 2023	CoLAQuestion Answering	—Unverified	0
Successor Features for Efficient Multisubject Controlled Text Generation	Nov 3, 2023	Computational EfficiencyLanguage Modelling	—Unverified	0
Grounded Intuition of GPT-Vision's Abilities with Scientific Images	Nov 3, 2023	Benchmarkingcounterfactual	CodeCode Available	0
The Impact of Preference Agreement in Reinforcement Learning from Human Feedback: A Case Study in Summarization	Nov 2, 2023	Text GenerationText Summarization	—Unverified	0
Divergent Token Metrics: Measuring degradation to prune away LLM components -- and optimize quantization	Nov 2, 2023	ManagementModel Compression	—Unverified	0
Form follows Function: Text-to-Text Conditional Graph Generation based on Functional Requirements	Nov 1, 2023	FormGraph Generation	—Unverified	0
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models	Nov 1, 2023	Clinical KnowledgeDiversity	CodeCode Available	1
Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs	Nov 1, 2023	BenchmarkingQuestion Answering	—Unverified	0
Probing Explicit and Implicit Gender Bias through LLM Conditional Text Generation	Nov 1, 2023	Conditional Text GenerationFairness	—Unverified	0
HWD: A Novel Evaluation Score for Styled Handwritten Text Generation	Oct 31, 2023	Image GenerationPerceptual Distance	CodeCode Available	1
Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP Tasks	Oct 30, 2023	FairnessMath	CodeCode Available	0
The Eval4NLP 2023 Shared Task on Prompting Large Language Models as Explainable Metrics	Oct 30, 2023	Machine TranslationText Generation	CodeCode Available	1
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing	Oct 30, 2023	Language ModellingMulti-Task Learning	—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