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 2351–2400 of 5335 papers

TitleStatusHype
Measuring Misogyny in Natural Language Generation: Preliminary Results from a Case Study on two Reddit Communities—0
Compositional Generalization for Data-to-Text Generation—0
Breast Ultrasound Report Generation using LangChain—0
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly—0
Hot PATE: Private Aggregation of Distributions for Diverse Task—0
TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long Documents—0
Unsupervised Approach to Evaluate Sentence-Level Fluency: Do We Really Need Reference?Code0
NLEBench+NorGLM: A Comprehensive Empirical Analysis and Benchmark Dataset for Generative Language Models in NorwegianCode0
FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, ToxicityCode0
LayerCollapse: Adaptive compression of neural networks—0
Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement LearningCode0
MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning—0
Optimizing and Fine-tuning Large Language Model for Urban Renewal—0
Towards Vision Enhancing LLMs: Empowering Multimodal Knowledge Storage and Sharing in LLMs—0
Local Convergence of Approximate Newton Method for Two Layer Nonlinear Regression—0
Large Language Models in Law: A Survey—0
Faster Minimum Bayes Risk Decoding with Confidence-based PruningCode0
CMed-GPT: Prompt Tuning for Entity-Aware Chinese Medical Dialogue Generation—0
DP-NMT: Scalable Differentially-Private Machine TranslationCode0
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs—0
Rethinking Radiology Report Generation via Causal Inspired Counterfactual Augmentation—0
Evaluation Metrics of Language Generation Models for Synthetic Traffic Generation Tasks—0
Beyond Turing: A Comparative Analysis of Approaches for Detecting Machine-Generated Text—0
Causal ATE Mitigates Unintended Bias in Controlled Text GenerationCode0
A Self-enhancement Approach for Domain-specific Chatbot Training via Knowledge Mining and Digest—0
Advancements in Generative AI: A Comprehensive Review of GANs, GPT, Autoencoders, Diffusion Model, and Transformers—0
PixT3: Pixel-based Table-To-Text GenerationCode0
Think While You Write: Hypothesis Verification Promotes Faithful Knowledge-to-Text GenerationCode0
Can Language Model Moderators Improve the Health of Online Discourse?—0
The Curious Decline of Linguistic Diversity: Training Language Models on Synthetic TextCode0
WatME: Towards Lossless Watermarking Through Lexical Redundancy—0
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples GenerationCode0
Generative AI for Hate Speech Detection: Evaluation and Findings—0
Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization—0
LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback—0
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and RectificationCode0
X-Eval: Generalizable Multi-aspect Text Evaluation via Augmented Instruction Tuning with Auxiliary Evaluation Aspects—0
MAP's not dead yet: Uncovering true language model modes by conditioning away degeneracy—0
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation—0
Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person SearchCode0
Subtle Misogyny Detection and Mitigation: An Expert-Annotated Dataset—0
Towards Verifiable Text Generation with Symbolic References—0
UT5: Pretraining Non autoregressive T5 with unrolled denoising—0
How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text DetectionCode0
Insights into Classifying and Mitigating LLMs' Hallucinations—0
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge—0
LM-Polygraph: Uncertainty Estimation for Language Models—0
Controlled Text Generation for Black-box Language Models via Score-based Progressive EditorCode0
Semantically Grounded QFormer for Efficient Vision Language Understanding—0
Learning Globally Optimized Language Structure via Adversarial Training—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