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

Showing 201250 of 5335 papers

TitleStatusHype
Evaluating Morphological Compositional Generalization in Large Language ModelsCode2
CLUECorpus2020: A Large-scale Chinese Corpus for Pre-training Language ModelCode2
Expressive Text-to-Image Generation with Rich TextCode2
Get my drift? Catching LLM Task Drift with Activation DeltasCode2
REST: Retrieval-Based Speculative DecodingCode2
CodeSteer: Symbolic-Augmented Language Models via Code/Text GuidanceCode2
Efficient Minimum Bayes Risk Decoding using Low-Rank Matrix Completion AlgorithmsCode2
eVAE: Evolutionary Variational AutoencoderCode2
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationCode2
Ecco: An Open Source Library for the Explainability of Transformer Language ModelsCode2
SeqGenSQL -- A Robust Sequence Generation Model for Structured Query LanguageCode2
Seq vs Seq: An Open Suite of Paired Encoders and DecodersCode2
AnyText2: Visual Text Generation and Editing With Customizable AttributesCode2
DriVLMe: Enhancing LLM-based Autonomous Driving Agents with Embodied and Social ExperiencesCode2
SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer DevicesCode2
SpikeGPT: Generative Pre-trained Language Model with Spiking Neural NetworksCode2
Structured Denoising Diffusion Models in Discrete State-SpacesCode2
Symphony Generation with Permutation Invariant Language ModelCode2
Contrastive Decoding: Open-ended Text Generation as OptimizationCode2
Contrastive Search Is What You Need For Neural Text GenerationCode2
ECG-Chat: A Large ECG-Language Model for Cardiac Disease DiagnosisCode2
TCMBench: A Comprehensive Benchmark for Evaluating Large Language Models in Traditional Chinese MedicineCode2
DiffusionBERT: Improving Generative Masked Language Models with Diffusion ModelsCode2
DiffusionPen: Towards Controlling the Style of Handwritten Text GenerationCode2
DiffuSeq: Sequence to Sequence Text Generation with Diffusion ModelsCode2
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language ModelsCode2
InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache ManagementCode2
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP ModelsCode2
Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs)Code2
ToolGen: Unified Tool Retrieval and Calling via GenerationCode2
Simplifying Paragraph-level Question Generation via Transformer Language ModelsCode2
OmniMamba: Efficient and Unified Multimodal Understanding and Generation via State Space ModelsCode2
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
Dependency-based Mixture Language ModelsCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
A Langevin-like Sampler for Discrete DistributionsCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Adaptive Markup Language Generation for Contextually-Grounded Visual Document UnderstandingCode1
Data-to-Text Bilingual GenerationCode1
Adaptive Machine Translation with Large Language ModelsCode1
Data-to-Text Generation with Iterative Text EditingCode1
Data-to-text Generation with Macro PlanningCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified