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 1051–1100 of 5335 papers

TitleStatusHype
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering—0
FreeCtrl: Constructing Control Centers with Feedforward Layers for Learning-Free Controllable Text GenerationCode0
A Probability--Quality Trade-off in Aligned Language Models and its Relation to Sampling Adaptors—0
A Better LLM Evaluator for Text Generation: The Impact of Prompt Output Sequencing and Optimization—0
Regularizing Hidden States Enables Learning Generalizable Reward Model for LLMsCode4
A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention—0
Modeling Comparative Logical Relation with Contrastive Learning for Text Generation—0
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
ReadCtrl: Personalizing text generation with readability-controlled instruction learning—0
MMRel: A Relation Understanding Benchmark in the MLLM EraCode1
Improving Autoregressive Training with Dynamic Oracles—0
A Critical Look At Tokenwise Reward-Guided Text Generation—0
A Generative Marker Enhanced End-to-End Framework for Argument Mining—0
Defining and Detecting Vulnerability in Human Evaluation Guidelines: A Preliminary Study Towards Reliable NLG EvaluationCode0
ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMsCode0
Analyzing constrained LLM through PDFA-learningCode0
Leveraging Large Language Models for Web Scraping—0
Markov Constraint as Large Language Model Surrogate—0
TernaryLLM: Ternarized Large Language Model—0
QCQA: Quality and Capacity-aware grouped Query Attention—0
Write Summary Step-by-Step: A Pilot Study of Stepwise Summarization—0
Verbalized Probabilistic Graphical Modeling with Large Language Models—0
CERET: Cost-Effective Extrinsic Refinement for Text GenerationCode0
DALD: Improving Logits-based Detector without Logits from Black-box LLMsCode1
On Subjective Uncertainty Quantification and Calibration in Natural Language GenerationCode0
Annotating FrameNet via Structure-Conditioned Language GenerationCode0
Extroversion or Introversion? Controlling The Personality of Your Large Language ModelsCode0
Effective Context Selection in LLM-based Leaderboard Generation: An Empirical Study—0
Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMsCode0
Uncovering Limitations of Large Language Models in Information Seeking from TablesCode0
Evaluating Durability: Benchmark Insights into Multimodal Watermarking—0
End-to-End Trainable Retrieval-Augmented Generation for Relation Extraction—0
MAIRA-2: Grounded Radiology Report GenerationCode2
BEADs: Bias Evaluation Across Domains—0
Semantically Diverse Language Generation for Uncertainty Estimation in Language ModelsCode1
Confabulation: The Surprising Value of Large Language Model Hallucinations—0
PatentEval: Understanding Errors in Patent GenerationCode0
Open Grounded Planning: Challenges and Benchmark ConstructionCode1
Efficient Minimum Bayes Risk Decoding using Low-Rank Matrix Completion AlgorithmsCode2
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework—0
DriVLMe: Enhancing LLM-based Autonomous Driving Agents with Embodied and Social ExperiencesCode2
The Challenges of Evaluating LLM Applications: An Analysis of Automated, Human, and LLM-Based Approaches—0
AD-H: Autonomous Driving with Hierarchical AgentsCode0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
FusionBench: A Comprehensive Benchmark of Deep Model FusionCode3
Order-Independence Without Fine TuningCode0
OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step—0
Adaptive Preference Scaling for Reinforcement Learning with Human Feedback—0
Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data—0
The current status of large language models in summarizing radiology report impressions—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