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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1201–1250 of 5335 papers

TitleStatusHype
A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories—0
Ensuring Reproducibility in Generative AI Systems for General Use Cases: A Framework for Regression Testing and Open DatasetsCode0
A Character-based Diffusion Embedding Algorithm for Enhancing the Generation Quality of Generative Linguistic Steganographic Texts—0
Graph Synthetic Out-of-Distribution Exposure with Large Language Models—0
Beyond One-Size-Fits-All: Inversion Learning for Highly Effective NLG Evaluation Prompts—0
YoChameleon: Personalized Vision and Language Generation—0
Information Gravity: A Field-Theoretic Model for Token Selection in Large Language Models—0
A Platform for Generating Educational Activities to Teach English as a Second Language—0
Anyprefer: An Agentic Framework for Preference Data Synthesis—0
TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation—0
Token-Shuffle: Towards High-Resolution Image Generation with Autoregressive Models—0
How Effective are Generative Large Language Models in Performing Requirements Classification?—0
Distilling semantically aware orders for autoregressive image generation—0
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge GraphsCode0
(Im)possibility of Automated Hallucination Detection in Large Language Models—0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
FarsEval-PKBETS: A new diverse benchmark for evaluating Persian large language models—0
LGD: Leveraging Generative Descriptions for Zero-Shot Referring Image Segmentation—0
Density Measures for Language Generation—0
Sparks of Science: Hypothesis Generation Using Structured Paper Data—0
Entropy-Guided Watermarking for LLMs: A Test-Time Framework for Robust and Traceable Text Generation—0
Enhancing multimodal analogical reasoning with Logic Augmented GenerationCode0
Benchmarking Next-Generation Reasoning-Focused Large Language Models in Ophthalmology: A Head-to-Head Evaluation on 5,888 Items—0
Joint Action Language Modelling for Transparent Policy Execution—0
Transferable text data distillation by trajectory matching—0
ELSA: A Style Aligned Dataset for Emotionally Intelligent Language Generation—0
MedHal: An Evaluation Dataset for Medical Hallucination Detection—0
Large Language Models as Span Annotators—0
DeepSeek vs. o3-mini: How Well can Reasoning LLMs Evaluate MT and Summarization?—0
HypoEval: Hypothesis-Guided Evaluation for Natural Language GenerationCode0
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling—0
IMPersona: Evaluating Individual Level LM ImpersonationCode0
Evaluating Compact LLMs for Zero-Shot Iberian Language Tasks on End-User Devices—0
Stance-Driven Multimodal Controlled Statement Generation: New Dataset and Task—0
Sample, Don't Search: Rethinking Test-Time Alignment for Language Models—0
Align to Structure: Aligning Large Language Models with Structural InformationCode0
State-of-the-Art Translation of Text-to-Gloss using mBART : A case study of Bangla—0
CoLa -- Learning to Interactively Collaborate with Large LMs—0
Pel, A Programming Language for Orchestrating AI Agents—0
LVMed-R2: Perception and Reflection-driven Complex Reasoning for Medical Report Generation—0
ContrastScore: Towards Higher Quality, Less Biased, More Efficient Evaluation Metrics with Contrastive Evaluation—0
GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments—0
Repetitions are not all alike: distinct mechanisms sustain repetition in language models—0
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations—0
Synthesized Annotation Guidelines are Knowledge-Lite Boosters for Clinical Information Extraction—0
A Unified Virtual Mixture-of-Experts Framework:Enhanced Inference and Hallucination Mitigation in Single-Model System—0
Multi-Agent LLM Judge: automatic personalized LLM judge design for evaluating natural language generation applications—0
Adaptive Layer-skipping in Pre-trained LLMs—0
Optimizing Humor Generation in Large Language Models: Temperature Configurations and Architectural Trade-offs—0
Show:102550
← PrevPage 25 of 107Next →
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