SOTAVerified

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.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 1951–2000 of 5335 papers

TitleStatusHype
Advancements in Scientific Controllable Text Generation Methods—0
Opening up ChatGPT: Tracking openness, transparency, and accountability in instruction-tuned text generatorsCode1
RADAR: Robust AI-Text Detection via Adversarial Learning—0
On the Efficacy of Sampling AdaptersCode0
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging—0
PREADD: Prefix-Adaptive Decoding for Controlled Text GenerationCode1
Style Over Substance: Evaluation Biases for Large Language Models—0
Text Alignment Is An Efficient Unified Model for Massive NLP TasksCode1
Zero-Shot Dense Video Captioning by Jointly Optimizing Text and Moment—0
Dynamic Observation Policies in Observation Cost-Sensitive Reinforcement LearningCode0
SkipDecode: Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference—0
Deductive Additivity for Planning of Natural Language ProofsCode0
Building Cooperative Embodied Agents Modularly with Large Language ModelsCode2
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels—0
Natural Language Generation and Understanding of Big Code for AI-Assisted Programming: A Review—0
Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data—0
Knowledge Graph for NLG in the context of conversational agents—0
VOLTA: Improving Generative Diversity by Variational Mutual Information Maximizing Autoencoder—0
Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language ModelsCode1
PatternGPT :A Pattern-Driven Framework for Large Language Model Text Generation—0
FairPrism: Evaluating Fairness-Related Harms in Text GenerationCode1
BatGPT: A Bidirectional Autoregessive Talker from Generative Pre-trained TransformerCode2
More for Less: Compact Convolutional Transformers Enable Robust Medical Image Classification with Limited Data—0
Stay on topic with Classifier-Free Guidance—0
Benchmarking Large Language Model Capabilities for Conditional Generation—0
Joint Level Generation and Translation Using Gameplay Videos—0
Concept-Oriented Deep Learning with Large Language Models—0
ZeroGen: Zero-shot Multimodal Controllable Text Generation with Multiple OraclesCode1
The Future of AI-Assisted Writing—0
VisText: A Benchmark for Semantically Rich Chart CaptioningCode1
You Can Generate It Again: Data-to-text Generation with Verification and Correction Prompting—0
Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation StudioCode2
Learning to Rank in Generative RetrievalCode1
Self-Supervised Image Captioning with CLIP—0
PTVD: A Large-Scale Plot-Oriented Multimodal Dataset Based on Television DramasCode0
FunQA: Towards Surprising Video ComprehensionCode1
Knowledge Graph-Augmented Korean Generative Commonsense Reasoning—0
Weakly Supervised Scene Text Generation for Low-resource Languages—0
Large Language Models as Sous Chefs: Revising Recipes with GPT-3Code0
IERL: Interpretable Ensemble Representation Learning -- Combining CrowdSourced Knowledge and Distributed Semantic Representations—0
Natural Language Generation for Advertising: A Survey—0
Public Attitudes Toward ChatGPT on Twitter: Sentiments, Topics, and OccupationsCode0
SituatedGen: Incorporating Geographical and Temporal Contexts into Generative Commonsense ReasoningCode2
Open-Domain Text Evaluation via Contrastive Distribution MethodsCode0
Learning to Generate Better Than Your LLMCode1
LoSparse: Structured Compression of Large Language Models based on Low-Rank and Sparse Approximation—0
Explicit Syntactic Guidance for Neural Text GenerationCode1
Unsupervised Text Embedding Space Generation Using Generative Adversarial Networks for Text SynthesisCode0
BayLing: Bridging Cross-lingual Alignment and Instruction Following through Interactive Translation for Large Language ModelsCode2
Empowering NLG: Offline Reinforcement Learning for Informal Summarization in Online DomainsCode0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified