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 101–150 of 5335 papers

TitleStatusHype
BanditSpec: Adaptive Speculative Decoding via Bandit Algorithms—0
ThinkRec: Thinking-based recommendation via LLMCode1
RePPL: Recalibrating Perplexity by Uncertainty in Semantic Propagation and Language Generation for Explainable QA Hallucination Detection—0
Addressing the Challenges of Planning Language GenerationCode0
Text Generation Beyond Discrete Token Sampling—0
EEG-to-Text Translation: A Model for Deciphering Human Brain ActivityCode1
Creative Preference Optimization—0
A Personalized Conversational Benchmark: Towards Simulating Personalized ConversationsCode1
QA-prompting: Improving Summarization with Large Language Models using Question-AnsweringCode0
Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement LearningCode1
"Haet Bhasha aur Diskrimineshun": Phonetic Perturbations in Code-Mixed Hinglish to Red-Team LLMs—0
CtrlDiff: Boosting Large Diffusion Language Models with Dynamic Block Prediction and Controllable Generation—0
MUG-Eval: A Proxy Evaluation Framework for Multilingual Generation Capabilities in Any LanguageCode0
Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion—0
U-SAM: An audio language Model for Unified Speech, Audio, and Music UnderstandingCode1
PAST: Phonetic-Acoustic Speech Tokenizer—0
GUARD: Generation-time LLM Unlearning via Adaptive Restriction and Detection—0
FRAbench and GenEval: Scaling Fine-Grained Aspect Evaluation across Tasks, Modalities—0
WriteViT: Handwritten Text Generation with Vision TransformerCode1
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
FastCar: Cache Attentive Replay for Fast Auto-Regressive Video Generation on the EdgeCode1
Optimal Control for Transformer Architectures: Enhancing Generalization, Robustness and Efficiency—0
Qronos: Correcting the Past by Shaping the Future... in Post-Training Quantization—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
MatTools: Benchmarking Large Language Models for Materials Science ToolsCode1
Modeling cognitive processes of natural reading with transformer-based Language Models—0
XtraGPT: LLMs for Human-AI Collaboration on Controllable Academic Paper Revision—0
MolTextNet: A Two-Million Molecule-Text Dataset for Multimodal Molecular Learning—0
Cross-Image Contrastive Decoding: Precise, Lossless Suppression of Language Priors in Large Vision-Language Models—0
ComplexFormer: Disruptively Advancing Transformer Inference Ability via Head-Specific Complex Vector AttentionCode0
Ultrasound Report Generation with Multimodal Large Language Models for Standardized Texts—0
Visually Guided Decoding: Gradient-Free Hard Prompt Inversion with Language ModelsCode0
Anatomical Attention Alignment representation for Radiology Report GenerationCode0
Concept-Level Explainability for Auditing & Steering LLM ResponsesCode0
Multimodal Fake News Detection: MFND Dataset and Shallow-Deep Multitask LearningCode1
MELLM: Exploring LLM-Powered Micro-Expression Understanding Enhanced by Subtle Motion PerceptionCode1
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
Looking Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models—0
A Two-Sample Test of Text Generation Similarity—0
GlyphMastero: A Glyph Encoder for High-Fidelity Scene Text Editing—0
Adaptive Markup Language Generation for Contextually-Grounded Visual Document UnderstandingCode1
Mogao: An Omni Foundation Model for Interleaved Multi-Modal Generation—0
Flow-GRPO: Training Flow Matching Models via Online RLCode7
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
Ensuring Reproducibility in Generative AI Systems for General Use Cases: A Framework for Regression Testing and Open DatasetsCode0
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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