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 301–350 of 5335 papers

TitleStatusHype
Steganography Beyond Space-Time with Chain of Multimodal AI—0
Towards Conditioning Clinical Text Generation for User Control—0
Synthetic Text Generation for Training Large Language Models via Gradient Matching—0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization AlignmentCode2
Grounded Persuasive Language Generation for Automated Marketing—0
Sequence-level Large Language Model Training with Contrastive Preference Optimization—0
Mapping 1,000+ Language Models via the Log-Likelihood VectorCode1
Good Representation, Better Explanation: Role of Convolutional Neural Networks in Transformer-Based Remote Sensing Image Captioning—0
The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination—0
Scale Up Composed Image Retrieval Learning via Modification Text Generation—0
Machine-generated text detection prevents language model collapseCode0
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation—0
IPAD: Inverse Prompt for AI Detection -- A Robust and Explainable LLM-Generated Text DetectorCode0
Enhancing RWKV-based Language Models for Long-Sequence Text GenerationCode0
A General Pseudonymization Framework for Cloud-Based LLMs: Replacing Privacy Information in Controlled Text GenerationCode0
PAPI: Exploiting Dynamic Parallelism in Large Language Model Decoding with a Processing-In-Memory-Enabled Computing System—0
Almost AI, Almost Human: The Challenge of Detecting AI-Polished WritingCode1
Multimodal Quantitative Language for Generative Recommendation—0
Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMsCode1
Optimal word order for non-causal text generation with Large Language Models: the Spanish case—0
MCQA-Eval: Efficient Confidence Evaluation in NLG with Gold-Standard Correctness Labels—0
eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables—0
A Survey on Data Contamination for Large Language ModelsCode2
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language ModelsCode0
Entropy-UID: A Method for Optimizing Information Density—0
Natural Language GenerationCode4
Token-Level Density-Based Uncertainty Quantification Methods for Eliciting Truthfulness of Large Language ModelsCode0
Prompting a Weighting Mechanism into LLM-as-a-Judge in Two-Step: A Case Study—0
Towards Lightweight, Adaptive and Attribute-Aware Multi-Aspect Controllable Text Generation with Large Language Models—0
DiffSampling: Enhancing Diversity and Accuracy in Neural Text Generation—0
D.Va: Validate Your Demonstration First Before You Use It—0
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation—0
Dehumanizing Machines: Mitigating Anthropomorphic Behaviors in Text Generation Systems—0
FineEdit: Unlock Instruction-Based Text Editing for LLMs—0
TALKPLAY: Multimodal Music Recommendation with Large Language Models—0
From Sub-Ability Diagnosis to Human-Aligned Generation: Bridging the Gap for Text Length Control via MARKERGEN—0
SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models—0
Natural Language Generation from Visual Sequences: Challenges and Future Directions—0
UniGuardian: A Unified Defense for Detecting Prompt Injection, Backdoor Attacks and Adversarial Attacks in Large Language ModelsCode1
Exploring the Impact of Personality Traits on LLM Bias and Toxicity—0
LLMPopcorn: An Empirical Study of LLMs as Assistants for Popular Micro-video Generation—0
Private Text Generation by Seeding Large Language Model Prompts—0
Thinking Outside the (Gray) Box: A Context-Based Score for Assessing Value and Originality in Neural Text Generation—0
A Cognitive Writing Perspective for Constrained Long-Form Text GenerationCode1
HumT DumT: Measuring and controlling human-like language in LLMs—0
On the Query Complexity of Verifier-Assisted Language Generation—0
Language Complexity Measurement as a Noisy Zero-Shot Proxy for Evaluating LLM Performance—0
Generating Text from Uniform Meaning RepresentationCode0
Energy-Conscious LLM Decoding: Impact of Text Generation Strategies on GPU Energy Consumption—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 (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