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 151–200 of 5335 papers

TitleStatusHype
A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories—0
A Character-based Diffusion Embedding Algorithm for Enhancing the Generation Quality of Generative Linguistic Steganographic Texts—0
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image InterpretationCode1
Graph Synthetic Out-of-Distribution Exposure with Large Language Models—0
YoChameleon: Personalized Vision and Language Generation—0
Information Gravity: A Field-Theoretic Model for Token Selection in Large Language Models—0
Beyond One-Size-Fits-All: Inversion Learning for Highly Effective NLG Evaluation Prompts—0
Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative DecodingCode1
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
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided DistillationCode1
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
How Effective are Generative Large Language Models in Performing Requirements Classification?—0
Distilling semantically aware orders for autoregressive image generation—0
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive SurveyCode2
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
LGD: Leveraging Generative Descriptions for Zero-Shot Referring Image Segmentation—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
Understanding the Repeat Curse in Large Language Models from a Feature PerspectiveCode1
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
Benchmarking Next-Generation Reasoning-Focused Large Language Models in Ophthalmology: A Head-to-Head Evaluation on 5,888 Items—0
Enhancing multimodal analogical reasoning with Logic Augmented GenerationCode0
Transferable text data distillation by trajectory matching—0
ReasonDrive: Efficient Visual Question Answering for Autonomous Vehicles with Reasoning-Enhanced Small Vision-Language ModelsCode1
Joint Action Language Modelling for Transparent Policy Execution—0
Parameterized Synthetic Text Generation with SimpleStoriesCode1
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
An Empirical Study of GPT-4o Image Generation CapabilitiesCode1
Retrieval Augmented Generation with Collaborative Filtering for Personalized Text GenerationCode1
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
MSL: Not All Tokens Are What You Need for Tuning LLM as a RecommenderCode1
Sample, Don't Search: Rethinking Test-Time Alignment for Language Models—0
Align to Structure: Aligning Large Language Models with Structural InformationCode0
Stance-Driven Multimodal Controlled Statement Generation: New Dataset and Task—0
Evaluating Compact LLMs for Zero-Shot Iberian Language Tasks on End-User Devices—0
Pel, A Programming Language for Orchestrating AI Agents—0
CoLa -- Learning to Interactively Collaborate with Large LMs—0
State-of-the-Art Translation of Text-to-Gloss using mBART : A case study of Bangla—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 (sample)BLEU-134.4—Unverified
2Beam search + A*esque (beam)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