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 1151–1200 of 5335 papers

TitleStatusHype
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
Discrete Copula Diffusion—0
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation—0
A Survey of Evaluation Metrics Used for NLG Systems—0
Code-Switching Text Generation and Injection in Mandarin-English ASR—0
Code-Switching Detection with Data-Augmented Acoustic and Language Models—0
A Survey of Controllable Text Generation using Transformer-based Pre-trained Language Models—0
AITA Generating Moral Judgements of the Crowd with Reasoning—0
A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations—0
Generative Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges—0
CodeMirage: Hallucinations in Code Generated by Large Language Models—0
A Survey of AI-generated Text Forensic Systems: Detection, Attribution, and Characterization—0
Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions—0
CodeGemma: Open Code Models Based on Gemma—0
Abstractive Summarization as Augmentation for Document-Level Event Detection—0
CodeDSI: Differentiable Code Search—0
A Supervised Model for Extraction of Multiword Expressions, Based on Statistical Context Features—0
Discourse Planning with an N-gram Model of Relations—0
CoCGAN: Contrastive Learning for Adversarial Category Text Generation—0
CoBIT: A Contrastive Bi-directional Image-Text Generation Model—0
A Study on Summarizing and Evaluating Long Documents—0
AI-Powered Text Generation for Harmonious Human-Machine Interaction: Current State and Future Directions—0
CoAScore: Chain-of-Aspects Prompting for NLG Evaluation—0
Discourse-Aware Prompt Design for Text Generation—0
Discourse-Driven Narrative Generation With Bipartite Planning—0
Discovering Latent Structure in Task-Oriented Dialogues—0
Discovering User Groups for Natural Language Generation—0
Discrete Diffusion Language Model for Long Text Summarization—0
Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation—0
CMed-GPT: Prompt Tuning for Entity-Aware Chinese Medical Dialogue Generation—0
A Study of Pre-trained Language Models for Analogy Generation—0
Adaptive Layer-skipping in Pre-trained LLMs—0
CLUE: Concept-Level Uncertainty Estimation for Large Language Models—0
Estimating the Personality of White-Box Language Models—0
AI-lead Court Debate Case Investigation—0
A Structured Review of the Validity of BLEU—0
Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation—0
CLoQ: Enhancing Fine-Tuning of Quantized LLMs via Calibrated LoRA Initialization—0
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling—0
DISCO : efficient unsupervised decoding for discrete natural language problems via convex relaxation—0
Cloning Ideology and Style using Deep Learning—0
CLISTER : A Corpus for Semantic Textual Similarity in French Clinical Narratives—0
A Step-Wise Weighting Approach for Controllable Text Generation—0
CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs—0
A Statistical NLG Framework for Aggregated Planning and Realization—0
AI Hallucinations: A Misnomer Worth Clarifying—0
CLIP4Caption: CLIP for Video Caption—0
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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