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 44014450 of 5335 papers

TitleStatusHype
Beyond Factual Accuracy: Evaluating Coverage of Diverse Factual Information in Long-form Text GenerationCode0
Beyond checkmate: exploring the creative chokepoints in AI textCode0
Watermarking Degrades Alignment in Language Models: Analysis and MitigationCode0
Learning from Fact-checkers: Analysis and Generation of Fact-checking LanguageCode0
ThreatGram 101 - Extreme Telegram Replies Data with Threat LevelsCode0
Learning from Bootstrapping and Stepwise Reinforcement Reward: A Semi-Supervised Framework for Text Style TransferCode0
Thresh: A Unified, Customizable and Deployable Platform for Fine-Grained Text EvaluationCode0
Addressing the Challenges of Planning Language GenerationCode0
Control-DAG: Constrained Decoding for Non-Autoregressive Directed Acyclic T5 using Weighted Finite State AutomataCode0
Steering Output Style and Topic in Neural Response GenerationCode0
Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM DecodingCode0
Step-by-Step: Separating Planning from Realization in Neural Data-to-Text GenerationCode0
Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational AutoencodersCode0
Learning to Generate Clinically Coherent Chest X-Ray ReportsCode0
Learning to Generate Compositional Color DescriptionsCode0
Learning to Generate Equitable Text in Dialogue from Biased Training DataCode0
Contrastive Transformer Learning with Proximity Data Generation for Text-Based Person SearchCode0
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language ReasoningCode0
Stepwise Extractive Summarization and Planning with Structured TransformersCode0
Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-TuningCode0
Benchmarking LLMs' Judgments with No Gold StandardCode0
Learning to Imagine: Visually-Augmented Natural Language GenerationCode0
Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge GraphsCode0
Automated Chess Commentator Powered by Neural Chess EngineCode0
Benchmarking Linguistic Diversity of Large Language ModelsCode0
LCTG Bench: LLM Controlled Text Generation BenchmarkCode0
Benchmarking Foundation Models on Exceptional Cases: Dataset Creation and ValidationCode0
Learning to Rank Visual Stories From Human Ranking DataCode0
Layer or Representation Space: What makes BERT-based Evaluation Metrics Robust?Code0
ARAML: A Stable Adversarial Training Framework for Text GenerationCode0
Learning to Select, Track, and Generate for Data-to-TextCode0
Educating Text Autoencoders: Latent Representation Guidance via DenoisingCode0
Large-Scale Transfer Learning for Natural Language GenerationCode0
A Data-Driven Guided Decoding Mechanism for Diagnostic CaptioningCode0
Large Scale Multi-Lingual Multi-Modal Summarization DatasetCode0
Benchmarking Failures in Tool-Augmented Language ModelsCode0
TLM: Token-Level Masking for TransformersCode0
Learning with Contrastive Examples for Data-to-Text GenerationCode0
ER-AE: Differentially Private Text Generation for Authorship AnonymizationCode0
LEATHER: A Framework for Learning to Generate Human-like Text in DialogueCode0
Two Birds, One Stone: A Simple, Unified Model for Text Generation from Structured and Unstructured DataCode0
Ensuring Reproducibility in Generative AI Systems for General Use Cases: A Framework for Regression Testing and Open DatasetsCode0
Arabic Automatic Story Generation with Large Language ModelsCode0
Large Language Models in Computer Science Education: A Systematic Literature ReviewCode0
Story Realization: Expanding Plot Events into SentencesCode0
Contrastive Latent Variable Models for Neural Text GenerationCode0
Enriching the WebNLG corpusCode0
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion ModelsCode0
Continuous Language Model Interpolation for Dynamic and Controllable Text GenerationCode0
To Burst or Not to Burst: Generating and Quantifying Improbable TextCode0
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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