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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2101–2150 of 5335 papers

TitleStatusHype
A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond—0
FLAP: Table-to-Text Generation with Feature Indication and Numerical Reasoning Pretraining—0
Collective Generation of Natural Image Descriptions—0
First Place Solution of 2023 Global Artificial Intelligence Technology Innovation Competition Track 1—0
Collecting Reliable Human Judgements on Machine-Generated Language: The Case of the QG-STEC Data—0
A Survey of Text Watermarking in the Era of Large Language Models—0
A language-independent method for the extraction of RDF verbalization templates—0
Adaptive Preference Scaling for Reinforcement Learning with Human Feedback—0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
Collaborative Training of GANs in Continuous and Discrete Spaces for Text Generation—0
Collaborative Generative AI: Integrating GPT-k for Efficient Editing in Text-to-Image Generation—0
Fine-Tuning LLMs with Noisy Data for Political Argument Generation and Post Guidance—0
Finetuning LLMs for Comparative Assessment Tasks—0
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models—0
Collaborating Heterogeneous Natural Language Processing Tasks via Federated Learning—0
A Survey of Text Style Transfer: Applications and Ethical Implications—0
Reducing Non-Normative Text Generation from Language Models—0
Fine-grained Sentiment Controlled Text Generation—0
ColdGANs: Taming Language GANs with Cautious Sampling Strategies—0
Fine-Grained Control of Sentence Segmentation and Entity Positioning in Neural NLG—0
Fine-grained Controllable Text Generation through In-context Learning with Feedback—0
CoLa -- Learning to Interactively Collaborate with Large LMs—0
Pretrained Language Models for Text Generation: A Survey—0
A Survey of Paraphrasing and Textual Entailment Methods—0
Fine-Grained Controllable Text Generation Using Non-Residual Prompting—0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
Finding the ``right'' answers for customers—0
Coherent Wave Dynamics and Language Generation of a Generative Pre-trained Transformer—0
A Survey of Neural Network Techniques for Feature Extraction from Text—0
Findings of the E2E NLG Challenge—0
Finding Replicable Human Evaluations via Stable Ranking Probability—0
Coherent Visual Storytelling via Parallel Top-Down Visual and Topic Attention—0
Finding middle ground? Multi-objective Natural Language Generation from time-series data—0
Coherent and Concise Radiology Report Generation via Context Specific Image Representations and Orthogonal Sentence States—0
A Survey of Natural Language Generation—0
A Japanese Chess Commentary Corpus—0
Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset—0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses—0
''Fifty Shades of Bias'': Normative Ratings of Gender Bias in GPT Generated English Text—0
FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation—0
Cognitive Prompts Using Guilford's Structure of Intellect Model—0
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation—0
Cognitive network science reveals bias in GPT-3, ChatGPT, and GPT-4 mirroring math anxiety in high-school students—0
Cognitive Modeling with Scaffolded LLMs: A Case Study of Referential Expression Generation—0
A Survey of Knowledge Enhanced Pre-trained Language Models—0
AIwriting: Relations Between Image Generation and Digital Writing—0
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models—0
Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets—0
Few-Shot Text Generation with Natural Language Instructions—0
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation—0
Show:102550
← PrevPage 43 of 107Next →
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