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 326350 of 5335 papers

TitleStatusHype
GenderCARE: A Comprehensive Framework for Assessing and Reducing Gender Bias in Large Language ModelsCode1
UniFashion: A Unified Vision-Language Model for Multimodal Fashion Retrieval and GenerationCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Goldfish: Monolingual Language Models for 350 LanguagesCode1
EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse DynamicsCode1
Towards Robust and Parameter-Efficient Knowledge Unlearning for LLMsCode1
Diffusion Guided Language ModelingCode1
Openstory++: A Large-scale Dataset and Benchmark for Instance-aware Open-domain Visual StorytellingCode1
Empathy Level Alignment via Reinforcement Learning for Empathetic Response GenerationCode1
MedSyn: LLM-based Synthetic Medical Text Generation FrameworkCode1
Adversarial Text Rewriting for Text-aware Recommender SystemsCode1
Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMsCode1
Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text GenerationCode1
Efficient Inference of Vision Instruction-Following Models with Elastic CacheCode1
Finetuning Generative Large Language Models with Discrimination Instructions for Knowledge Graph CompletionCode1
ViLLa: Video Reasoning Segmentation with Large Language ModelCode1
VERISCORE: Evaluating the factuality of verifiable claims in long-form text generationCode1
Suri: Multi-constraint Instruction Following for Long-form Text GenerationCode1
Themis: A Reference-free NLG Evaluation Language Model with Flexibility and InterpretabilityCode1
Variationist: Exploring Multifaceted Variation and Bias in Written Language DataCode1
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
Revisiting Interpolation Augmentation for Speech-to-Text GenerationCode1
TinyStyler: Efficient Few-Shot Text Style Transfer with Authorship EmbeddingsCode1
CityGPT: Empowering Urban Spatial Cognition of Large Language ModelsCode1
Finding Blind Spots in Evaluator LLMs with Interpretable ChecklistsCode1
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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