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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 1101–1150 of 5335 papers

TitleStatusHype
The current status of large language models in summarizing radiology report impressions—0
FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language ModelsCode3
MAD: Multi-Alignment MEG-to-Text DecodingCode1
Layout Agnostic Scene Text Image Synthesis with Diffusion Models—0
Favi-Score: A Measure for Favoritism in Automated Preference Ratings for Generative AI Evaluation—0
TCMBench: A Comprehensive Benchmark for Evaluating Large Language Models in Traditional Chinese MedicineCode2
Contextualized Sequence Likelihood: Enhanced Confidence Scores for Natural Language GenerationCode0
Brainstorming Brings Power to Large Language Models of Knowledge Reasoning—0
Get my drift? Catching LLM Task Drift with Activation DeltasCode2
The Power of Summary-Source AlignmentsCode0
Role-playing Prompt Framework: Generation and Evaluation—0
FOCUS: Forging Originality through Contrastive Use in Self-Plagiarism for Language Models—0
LIDAO: Towards Limited Interventions for Debiasing (Large) Language Models—0
Improving Text Generation on Images with Synthetic Captions—0
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution—0
RTGen: Generating Region-Text Pairs for Open-Vocabulary Object DetectionCode1
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation—0
Evaluating Large Language Model Biases in Persona-Steered GenerationCode0
Multi-Aspect Controllable Text Generation with Disentangled Counterfactual AugmentationCode1
Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic SimilaritiesCode1
Hidden in Plain Sight: Exploring Chat History Tampering in Interactive Language Models—0
Language Generation with Strictly Proper Scoring RulesCode1
Zipper: A Multi-Tower Decoder Architecture for Fusing Modalities—0
Can GPT Redefine Medical Understanding? Evaluating GPT on Biomedical Machine Reading Comprehension—0
LMO-DP: Optimizing the Randomization Mechanism for Differentially Private Fine-Tuning (Large) Language Models—0
Alt4Blind: A User Interface to Simplify Charts Alt-Text Creation—0
WRDScore: New Metric for Evaluation of Natural Language Generation ModelsCode0
Are PPO-ed Language Models Hackable?—0
Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM InferenceCode2
Automatic detection of cognitive impairment in elderly people using an entertainment chatbot with Natural Language Processing capabilities—0
MindFormer: Semantic Alignment of Multi-Subject fMRI for Brain Decoding—0
On the Sequence Evaluation based on Stochastic Processes—0
A System for Automatic English Text Expansion—0
Augmenting Textual Generation via Topology Aware Retrieval—0
UIT-DarkCow team at ImageCLEFmedical Caption 2024: Diagnostic Captioning for Radiology Images Efficiency with Transformer Models—0
BWArea Model: Learning World Model, Inverse Dynamics, and Policy for Controllable Language Generation—0
Glauber Generative Model: Discrete Diffusion Models via Binary Classification—0
On Understanding Attention-Based In-Context Learning for Categorical Data—0
A Library for Automatic Natural Language Generation of Spanish Texts—0
On the Noise Robustness of In-Context Learning for Text GenerationCode0
On the Algorithmic Bias of Aligning Large Language Models with RLHF: Preference Collapse and Matching RegularizationCode0
M-RAG: Reinforcing Large Language Model Performance through Retrieval-Augmented Generation with Multiple Partitions—0
Automatic Jailbreaking of the Text-to-Image Generative AI SystemsCode1
Large Language Model Pruning—0
Embedding-Aligned Language Models—0
Bayesian WeakS-to-Strong from Text Classification to Generation—0
Model Cascading for Code: A Cascaded Black-Box Multi-Model Framework for Cost-Efficient Code Completion with Self-Testing—0
Athena: Efficient Block-Wise Post-Training Quantization for Large Language Models Using Second-Order Matrix Derivative Information—0
Sparse Spectral Training and Inference on Euclidean and Hyperbolic Neural Networks—0
Certifiably Robust RAG against Retrieval CorruptionCode1
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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