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 16011650 of 5335 papers

TitleStatusHype
Implicit Premise Generation with Discourse-aware Commonsense Knowledge ModelsCode0
IMPersona: Evaluating Individual Level LM ImpersonationCode0
On the Generalizability of Foundation Models for Crop Type MappingCode0
Cited Text Spans for Citation Text GenerationCode0
Implicit Deep Latent Variable Models for Text GenerationCode0
On the Multilingual Capabilities of Very Large-Scale English Language ModelsCode0
Image Content Generation with Causal ReasoningCode0
AdParaphrase: Paraphrase Dataset for Analyzing Linguistic Features toward Generating Attractive Ad TextsCode0
Improved Document Modelling with a Neural Discourse ParserCode0
Improving Language Generation with Sentence Coherence ObjectiveCode0
DaMata: A Robot-Journalist Covering the Brazilian Amazon DeforestationCode0
DAHL: Domain-specific Automated Hallucination Evaluation of Long-Form Text through a Benchmark Dataset in BiomedicineCode0
HypoEval: Hypothesis-Guided Evaluation for Natural Language GenerationCode0
Identifying Informational Sources in News ArticlesCode0
IGD: Token Decisiveness Modeling via Information Gain in LLMs for Personalized RecommendationCode0
Hyperparameter-Free Approach for Faster Minimum Bayes Risk DecodingCode0
Human Speech Perception in Noise: Can Large Language Models Paraphrase to Improve It?Code0
Human vs Automatic Metrics: on the Importance of Correlation DesignCode0
IIT (BHU) Varanasi at MSR-SRST 2018: A Language Model Based Approach for Natural Language GenerationCode0
HU at SemEval-2024 Task 8A: Can Contrastive Learning Learn Embeddings to Detect Machine-Generated Text?Code0
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency GenerationCode0
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
Curriculum-Based Self-Training Makes Better Few-Shot Learners for Data-to-Text GenerationCode0
HTSS: A Novel Hybrid Text Summarisation and Simplification ArchitectureCode0
Current Limitations of Language Models: What You Need is RetrievalCode0
How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical SurveyCode0
Identifying Query-Relevant Neurons in Large Language Models for Long-Form TextsCode0
How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text DetectionCode0
How Control Information Influences Multilingual Text Image Generation and Editing?Code0
Empowering NLG: Offline Reinforcement Learning for Informal Summarization in Online DomainsCode0
How Does Response Length Affect Long-Form FactualityCode0
Analyzing constrained LLM through PDFA-learningCode0
How Do Seq2Seq Models Perform on End-to-End Data-to-Text Generation?Code0
High-quality Data-to-Text Generation for Severely Under-Resourced Languages with Out-of-the-box Large Language ModelsCode0
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryCode0
Automatic Quality Estimation for Natural Language Generation: Ranting (Jointly Rating and Ranking)Code0
Hierarchical Text Generation using an OutlineCode0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
Help! Need Advice on Identifying AdviceCode0
Hidding the Ghostwriters: An Adversarial Evaluation of AI-Generated Student Essay DetectionCode0
Encode, Tag, Realize: High-Precision Text EditingCode0
ENCONTER: Entity Constrained Progressive Sequence Generation via Insertion-based TransformerCode0
HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty DecodingCode0
Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and FeedbackCode0
Hierarchical Attention: What Really Counts in Various NLP TasksCode0
HeavyWater and SimplexWater: Watermarking Low-Entropy Text DistributionsCode0
Automatic Opinion Question GenerationCode0
Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network WatermarkingCode0
Hierarchical Text Generation and Planning for Strategic DialogueCode0
How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation?Code0
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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