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 1151–1200 of 5335 papers

TitleStatusHype
Syn3DTxt: Embedding 3D Cues for Scene Text GenerationCode0
Towards Practical Defect-Focused Automated Code Review—0
U2-BENCH: Benchmarking Large Vision-Language Models on Ultrasound Understanding—0
TextFlux: An OCR-Free DiT Model for High-Fidelity Multilingual Scene Text Synthesis—0
LIFEBench: Evaluating Length Instruction Following in Large Language ModelsCode0
CASTILLO: Characterizing Response Length Distributions of Large Language ModelsCode0
Resource for Error Analysis in Text Simplification: New Taxonomy and Test Collection—0
Can AI Read Between The Lines? Benchmarking LLMs On Financial Nuance—0
AppealCase: A Dataset and Benchmark for Civil Case Appeal ScenariosCode0
Power-Law Decay Loss for Large Language Model Finetuning: Focusing on Information Sparsity to Enhance Generation QualityCode0
DuFFin: A Dual-Level Fingerprinting Framework for LLMs IP ProtectionCode0
Exploring the Relationship Between Diversity and Quality in Ad Text Generation—0
RePPL: Recalibrating Perplexity by Uncertainty in Semantic Propagation and Language Generation for Explainable QA Hallucination Detection—0
BanditSpec: Adaptive Speculative Decoding via Bandit Algorithms—0
Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization—0
"Haet Bhasha aur Diskrimineshun": Phonetic Perturbations in Code-Mixed Hinglish to Red-Team LLMs—0
MUG-Eval: A Proxy Evaluation Framework for Multilingual Generation Capabilities in Any LanguageCode0
Text Generation Beyond Discrete Token Sampling—0
PAST: Phonetic-Acoustic Speech Tokenizer—0
CtrlDiff: Boosting Large Diffusion Language Models with Dynamic Block Prediction and Controllable Generation—0
QA-prompting: Improving Summarization with Large Language Models using Question-AnsweringCode0
Creative Preference Optimization—0
Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion—0
Addressing the Challenges of Planning Language GenerationCode0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
GUARD: Generation-time LLM Unlearning via Adaptive Restriction and Detection—0
FRAbench and GenEval: Scaling Fine-Grained Aspect Evaluation across Tasks, Modalities—0
Temporally-Grounded Language Generation: A Benchmark for Real-Time Vision-Language ModelsCode0
Generative Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges—0
Optimal Control for Transformer Architectures: Enhancing Generalization, Robustness and Efficiency—0
Qronos: Correcting the Past by Shaping the Future... in Post-Training Quantization—0
Modeling cognitive processes of natural reading with transformer-based Language Models—0
XtraGPT: LLMs for Human-AI Collaboration on Controllable Academic Paper Revision—0
ComplexFormer: Disruptively Advancing Transformer Inference Ability via Head-Specific Complex Vector AttentionCode0
Cross-Image Contrastive Decoding: Precise, Lossless Suppression of Language Priors in Large Vision-Language Models—0
MolTextNet: A Two-Million Molecule-Text Dataset for Multimodal Molecular Learning—0
Visually Guided Decoding: Gradient-Free Hard Prompt Inversion with Language ModelsCode0
Ultrasound Report Generation with Multimodal Large Language Models for Standardized Texts—0
Anatomical Attention Alignment representation for Radiology Report GenerationCode0
Concept-Level Explainability for Auditing & Steering LLM ResponsesCode0
HDGlyph: A Hierarchical Disentangled Glyph-Based Framework for Long-Tail Text Rendering in Diffusion Models—0
Insertion Language Models: Sequence Generation with Arbitrary-Position Insertions—0
GlyphMastero: A Glyph Encoder for High-Fidelity Scene Text Editing—0
Looking Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models—0
Mogao: An Omni Foundation Model for Interleaved Multi-Modal Generation—0
A Two-Sample Test of Text Generation Similarity—0
Natural Language Generation in Healthcare: A Review of Methods and Applications—0
Survey of Abstract Meaning Representation: Then, Now, Future—0
Procedural Memory Is Not All You Need: Bridging Cognitive Gaps in LLM-Based Agents—0
Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale datasets for Responsible LLMsCode0
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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 (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