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 53015335 of 5335 papers

TitleStatusHype
Modeling Linguistic and Personality Adaptation for Natural Language Generation0
Modeling the Non-Substitutability of Multiword Expressions with Distributional Semantics and a Log-Linear Model0
Modelling Context Emotions using Multi-task Learning for Emotion Controlled Dialog Generation0
Modelling Latent Skills for Multitask Language Generation0
Modelling Natural Language, Programs, and their Intersection0
Modelling Pro-drop with the Rational Speech Acts Model0
Modelling the Semantics of Adjectives in the Ontology-Lexicon Interface0
Models and Tasks for Human-Centered Machine Translation0
Models See Hallucinations: Evaluating the Factuality in Video Captioning0
Modern French Poetry Generation with RoBERTa and GPT-20
Modern Information Technologies in Scientific Research and Educational Activities0
Modular Transformers: Compressing Transformers into Modularized Layers for Flexible Efficient Inference0
Mogao: An Omni Foundation Model for Interleaved Multi-Modal Generation0
MolTextNet: A Two-Million Molecule-Text Dataset for Multimodal Molecular Learning0
Momentum Calibration for Text Generation0
Monocle: Hybrid Local-Global In-Context Evaluation for Long-Text Generation with Uncertainty-Based Active Learning0
Monolingual Distributional Similarity for Text-to-Text Generation0
Monte Carlo Tree Search for Recipe Generation using GPT-20
MOPO: Multi-Objective Prompt Optimization for Affective Text Generation0
More for Less: Compact Convolutional Transformers Enable Robust Medical Image Classification with Limited Data0
MORE: Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning0
Movie2Story: A framework for understanding videos and telling stories in the form of novel text0
MovieLLM: Enhancing Long Video Understanding with AI-Generated Movies0
Moving Targets: Human References to Unstable Landmarks0
M-RAG: Reinforcing Large Language Model Performance through Retrieval-Augmented Generation with Multiple Partitions0
MReD: A Meta-Review Dataset for Structure-Controllable Text Generation0
MRScore: Evaluating Radiology Report Generation with LLM-based Reward System0
MTG: A Benchmarking Suite for Multilingual Text Generation0
MuLER: Detailed and Scalable Reference-based Evaluation0
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing0
Multi3Generation: Multitask, Multilingual, Multimodal Language Generation0
Multi-adaptive Natural Language Generation using Principal Component Regression0
Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game0
Multi-Agent LLM Judge: automatic personalized LLM judge design for evaluating natural language generation applications0
Joint Repetition Suppression and Content Moderation of Large Language Models0
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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