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 2451–2500 of 5335 papers

TitleStatusHype
RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question AnsweringCode0
Understanding Retrieval Augmentation for Long-Form Question Answering—0
InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text GenerationCode0
Exploring Automatic Evaluation Methods based on a Decoder-based LLM for Text Generation—0
Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression—0
Large Language Models can Contrastively Refine their Generation for Better Sentence Representation LearningCode0
Automated Evaluation of Personalized Text Generation using Large Language Models—0
DiffuCom: A novel diffusion model for comment generation—0
DemoSG: Demonstration-enhanced Schema-guided Generation for Low-resource Event Extraction—0
One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language ModelsCode0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
The Consensus Game: Language Model Generation via Equilibrium Search—0
Dont Add, dont Miss: Effective Content Preserving Generation from Pre-Selected Text SpansCode0
Ziya-Visual: Bilingual Large Vision-Language Model via Multi-Task Instruction Tuning—0
Evaluating The Effectiveness of Capsule Neural Network in Toxic Comment Classification using Pre-trained BERT EmbeddingsCode0
EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation—0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
OpenLEAF: Open-Domain Interleaved Image-Text Generation and Evaluation—0
MatChat: A Large Language Model and Application Service Platform for Materials Science—0
The Temporal Structure of Language Processing in the Human Brain Corresponds to The Layered Hierarchy of Deep Language Models—0
Guided Attention for Interpretable Motion CaptioningCode0
AutoAD II: The Sequel -- Who, When, and What in Movie Audio Description—0
ReZG: Retrieval-Augmented Zero-Shot Counter Narrative Generation for Hate SpeechCode0
Task-Adaptive Tokenization: Enhancing Long-Form Text Generation Efficacy in Mental Health and BeyondCode0
A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative ModelsCode0
Exploring the Maze of Multilingual Modeling—0
Factuality Challenges in the Era of Large Language Models—0
Do Large Language Models Know about Facts?—0
RAC-BERT: Character Radical Enhanced BERT for Ancient ChineseCode0
Video-Teller: Enhancing Cross-Modal Generation with Fusion and Decoupling—0
Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning—0
Learning Personalized Alignment for Evaluating Open-ended Text Generation—0
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction—0
Expedited Training of Visual Conditioned Language Generation via Redundancy ReductionCode0
Automatic and Human-AI Interactive Text Generation—0
Controllable Multi-document Summarization: Coverage & Coherence Intuitive Policy with Large Language Model Based Rewards—0
Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-based NLG MethodCode0
Large Language Models Cannot Self-Correct Reasoning Yet—0
Controlling Topic-Focus Articulation in Meaning-to-Text Generation using Graph Neural Networks—0
Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models—0
Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models—0
A Review of Digital Learning Environments for Teaching Natural Language Processing in K-12 Education—0
Enabling Language Models to Implicitly Learn Self-Improvement—0
Improving Emotional Expression and Cohesion in Image-Based Playlist Description and Music Topics: A Continuous Parameterization Approach—0
GraphText: Graph Reasoning in Text SpaceCode0
On the Safety of Open-Sourced Large Language Models: Does Alignment Really Prevent Them From Being Misused?—0
A Comparative Study of Training Objectives for Clarification Facet GenerationCode0
Understanding In-Context Learning from RepetitionsCode0
Learning to Rewrite Prompts for Personalized Text Generation—0
Marathi-English Code-mixed Text Generation—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