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

Showing 151200 of 5335 papers

TitleStatusHype
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast DecodingCode2
Retrieval is Accurate GenerationCode2
TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful SpaceCode2
Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative DecodingCode2
A Touch, Vision, and Language Dataset for Multimodal AlignmentCode2
PEDANTS: Cheap but Effective and Interpretable Answer EquivalenceCode2
COLD-Attack: Jailbreaking LLMs with Stealthiness and ControllabilityCode2
Linear-time Minimum Bayes Risk Decoding with Reference AggregationCode2
Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language ModelsCode2
TeenyTinyLlama: open-source tiny language models trained in Brazilian PortugueseCode2
The Power of Noise: Redefining Retrieval for RAG SystemsCode2
With Greater Text Comes Greater Necessity: Inference-Time Training Helps Long Text GenerationCode2
Evolutionary Computation in the Era of Large Language Model: Survey and RoadmapCode2
Authorship Obfuscation in Multilingual Machine-Generated Text DetectionCode2
Large Language Models Can Learn Temporal ReasoningCode2
Machine Mindset: An MBTI Exploration of Large Language ModelsCode2
LLMGA: Multimodal Large Language Model based Generation AssistantCode2
Controlled Text Generation via Language Model ArithmeticCode2
REST: Retrieval-Based Speculative DecodingCode2
Tamil-Llama: A New Tamil Language Model Based on Llama 2Code2
LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language ModelsCode2
MiniGPT-5: Interleaved Vision-and-Language Generation via Generative VokensCode2
Unified Language-Vision Pretraining in LLM with Dynamic Discrete Visual TokenizationCode2
Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction TuningCode2
The Gender-GAP Pipeline: A Gender-Aware Polyglot Pipeline for Gender Characterisation in 55 LanguagesCode2
ChatEval: Towards Better LLM-based Evaluators through Multi-Agent DebateCode2
A Systematic Survey of Prompt Engineering on Vision-Language Foundation ModelsCode2
Building Cooperative Embodied Agents Modularly with Large Language ModelsCode2
BatGPT: A Bidirectional Autoregessive Talker from Generative Pre-trained TransformerCode2
Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation StudioCode2
SituatedGen: Incorporating Geographical and Temporal Contexts into Generative Commonsense ReasoningCode2
BayLing: Bridging Cross-lingual Alignment and Instruction Following through Interactive Translation for Large Language ModelsCode2
MiniLLM: Knowledge Distillation of Large Language ModelsCode2
Fine-Grained Human Feedback Gives Better Rewards for Language Model TrainingCode2
GlyphControl: Glyph Conditional Control for Visual Text GenerationCode2
KoSBi: A Dataset for Mitigating Social Bias Risks Towards Safer Large Language Model ApplicationCode2
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationCode2
Improving Factuality and Reasoning in Language Models through Multiagent DebateCode2
MAGE: Machine-generated Text Detection in the WildCode2
Pengi: An Audio Language Model for Audio TasksCode2
ULIP-2: Towards Scalable Multimodal Pre-training for 3D UnderstandingCode2
GPT-NER: Named Entity Recognition via Large Language ModelsCode2
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and DatasetCode2
LongForm: Effective Instruction Tuning with Reverse InstructionsCode2
Expressive Text-to-Image Generation with Rich TextCode2
CelebV-Text: A Large-Scale Facial Text-Video DatasetCode2
SpikeGPT: Generative Pre-trained Language Model with Spiking Neural NetworksCode2
Inseq: An Interpretability Toolkit for Sequence Generation ModelsCode2
Language-Driven Representation Learning for RoboticsCode2
GPTScore: Evaluate as You DesireCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified