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 1951–2000 of 5335 papers

TitleStatusHype
QCQA: Quality and Capacity-aware grouped Query Attention—0
Extroversion or Introversion? Controlling The Personality of Your Large Language ModelsCode0
On Subjective Uncertainty Quantification and Calibration in Natural Language GenerationCode0
Annotating FrameNet via Structure-Conditioned Language GenerationCode0
Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMsCode0
Evaluating Durability: Benchmark Insights into Multimodal Watermarking—0
End-to-End Trainable Retrieval-Augmented Generation for Relation Extraction—0
Effective Context Selection in LLM-based Leaderboard Generation: An Empirical Study—0
Uncovering Limitations of Large Language Models in Information Seeking from TablesCode0
BEADs: Bias Evaluation Across Domains—0
Confabulation: The Surprising Value of Large Language Model Hallucinations—0
The Challenges of Evaluating LLM Applications: An Analysis of Automated, Human, and LLM-Based Approaches—0
PatentEval: Understanding Errors in Patent GenerationCode0
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework—0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
AD-H: Autonomous Driving with Hierarchical AgentsCode0
Adaptive Preference Scaling for Reinforcement Learning with Human Feedback—0
Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data—0
OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step—0
Order-Independence Without Fine TuningCode0
The current status of large language models in summarizing radiology report impressions—0
Favi-Score: A Measure for Favoritism in Automated Preference Ratings for Generative AI Evaluation—0
Layout Agnostic Scene Text Image Synthesis with Diffusion Models—0
Contextualized Sequence Likelihood: Enhanced Confidence Scores for Natural Language GenerationCode0
Role-playing Prompt Framework: Generation and Evaluation—0
FOCUS: Forging Originality through Contrastive Use in Self-Plagiarism for Language Models—0
Brainstorming Brings Power to Large Language Models of Knowledge Reasoning—0
The Power of Summary-Source AlignmentsCode0
Improving Text Generation on Images with Synthetic Captions—0
LIDAO: Towards Limited Interventions for Debiasing (Large) Language Models—0
Evaluating Large Language Model Biases in Persona-Steered GenerationCode0
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution—0
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation—0
Hidden in Plain Sight: Exploring Chat History Tampering in Interactive Language Models—0
WRDScore: New Metric for Evaluation of Natural Language Generation ModelsCode0
LMO-DP: Optimizing the Randomization Mechanism for Differentially Private Fine-Tuning (Large) Language Models—0
Can GPT Redefine Medical Understanding? Evaluating GPT on Biomedical Machine Reading Comprehension—0
Zipper: A Multi-Tower Decoder Architecture for Fusing Modalities—0
Alt4Blind: A User Interface to Simplify Charts Alt-Text Creation—0
MindFormer: Semantic Alignment of Multi-Subject fMRI for Brain Decoding—0
On the Sequence Evaluation based on Stochastic Processes—0
Are PPO-ed Language Models Hackable?—0
Automatic detection of cognitive impairment in elderly people using an entertainment chatbot with Natural Language Processing capabilities—0
A System for Automatic English Text Expansion—0
Glauber Generative Model: Discrete Diffusion Models via Binary Classification—0
BWArea Model: Learning World Model, Inverse Dynamics, and Policy for Controllable Language Generation—0
On the Noise Robustness of In-Context Learning for Text GenerationCode0
UIT-DarkCow team at ImageCLEFmedical Caption 2024: Diagnostic Captioning for Radiology Images Efficiency with Transformer Models—0
On Understanding Attention-Based In-Context Learning for Categorical Data—0
Augmenting Textual Generation via Topology Aware Retrieval—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