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 1701–1725 of 5335 papers

Title	Date	Tasks	Status	Hype
The Eval4NLP 2023 Shared Task on Prompting Large Language Models as Explainable Metrics	Oct 30, 2023	Machine TranslationText Generation	CodeCode Available	1
Automatic Evaluation of Generative Models with Instruction Tuning	Oct 30, 2023	Text Generation	CodeCode Available	0
LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses	Oct 30, 2023	FormLanguage Modeling	CodeCode Available	1
Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation	Oct 28, 2023	Dialogue GenerationHallucination	—Unverified	0
TLM: Token-Level Masking for Transformers	Oct 28, 2023	Data-to-Text GenerationGrammatical Error Correction	CodeCode Available	0
The Synergy of Speculative Decoding and Batching in Serving Large Language Models	Oct 28, 2023	GPUText Generation	—Unverified	0
Accelerating LLaMA Inference by Enabling Intermediate Layer Decoding via Instruction Tuning with LITE	Oct 28, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
ASPIRO: Any-shot Structured Parsing-error-Induced ReprOmpting for Consistent Data-to-Text Generation	Oct 27, 2023	Data-to-Text GenerationText Generation	CodeCode Available	0
An Ensemble Method Based on the Combination of Transformers with Convolutional Neural Networks to Detect Artificially Generated Text	Oct 26, 2023	Text Generation	—Unverified	0
''Fifty Shades of Bias'': Normative Ratings of Gender Bias in GPT Generated English Text	Oct 26, 2023	Binary ClassificationText Generation	—Unverified	0
Automatic Logical Forms improve fidelity in Table-to-Text generation	Oct 26, 2023	Table-to-Text GenerationText Generation	CodeCode Available	0
FactSpotter: Evaluating the Factual Faithfulness of Graph-to-Text Generation	Oct 25, 2023	Data-to-Text GenerationDialogue Generation	CodeCode Available	0
How well can machine-generated texts be identified and can language models be trained to avoid identification?	Oct 25, 2023	Linguistic AcceptabilityText Generation	—Unverified	0
Evaluating, Understanding, and Improving Constrained Text Generation for Large Language Models	Oct 25, 2023	Text Generation	—Unverified	0
Critic-Driven Decoding for Mitigating Hallucinations in Data-to-text Generation	Oct 25, 2023	Data-to-Text GenerationHallucination	CodeCode Available	0
Octopus: A Multitask Model and Toolkit for Arabic Natural Language Generation	Oct 24, 2023	Text Generation	—Unverified	0
Do Stochastic Parrots have Feelings Too? Improving Neural Detection of Synthetic Text via Emotion Recognition	Oct 24, 2023	Emotion RecognitionText Generation	CodeCode Available	0
Let the Pretrained Language Models "Imagine" for Short Texts Topic Modeling	Oct 24, 2023	Text GenerationTopic Models	—Unverified	0
Learning From Free-Text Human Feedback -- Collect New Datasets Or Extend Existing Ones?	Oct 24, 2023	ChatbotResponse Generation	CodeCode Available	0
Why LLMs Hallucinate, and How to Get (Evidential) Closure: Perceptual, Intensional, and Extensional Learning for Faithful Natural Language Generation	Oct 23, 2023	Language ModelingLanguage Modelling	—Unverified	0
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM	Oct 23, 2023	DecoderText Generation	CodeCode Available	1
Data Augmentation Techniques for Machine Translation of Code-Switched Texts: A Comparative Study	Oct 23, 2023	Data AugmentationMachine Translation	—Unverified	0
Air-Decoding: Attribute Distribution Reconstruction for Decoding-Time Controllable Text Generation	Oct 23, 2023	AttributeText Generation	CodeCode Available	0
Large Search Model: Redefining Search Stack in the Era of LLMs	Oct 23, 2023	Language ModelingLanguage Modelling	—Unverified	0
Penalty Decoding: Well Suppress the Self-Reinforcement Effect in Open-Ended Text Generation	Oct 23, 2023	Text Generation	CodeCode Available	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