Methods

Chain-of-Thought prompting / Chain-of-Thought (CoT) prompting / CoT prompting / Few-shot Chain of Thought / Few-shot CoT / Chain-of-Thought (CoT-S) / CoT-bag prompting / Few-shot CoT prompting / Rationale prompting / Zero-shot CoT prompting / Wei et al. (2022) chain-of-thought prompting35 findings
Linear Probing / Ridge regression linear probing / Linear probe / Linear probe fine-tuning / Linear regression probing / Linear ridge regression probes / Supervised probing / ERM linear probe23 findings
Principal component analysis21 findings
ROME18 findings
Sparse autoencoder / Sparse autoencoders / K-sparse autoencoder / Topk sparse autoencoder / Scaling and Evaluating Sparse Autoencoders / Cunningham et al. 2023 (sparse autoencoders)17 findings
Activation patching / Activation replacement / Cross-model activation patching (CMap)16 findings
GCG15 findings
In-Context Learning / In-context learning prompt14 findings
Logit lens14 findings
LoRA13 findings
MEMIT13 findings
ReAct13 findings
Self-Consistency / Self-consistency prompting / Wang et al. 2023 (self-consistency) / Wang et al. 2023b (Self-Consistency)13 findings
Cosine similarity / Cosine similarity analysis / Cosine semantic similarity / cosine similarity of hidden states / Sample-wise cosine similarity / Cosine similarity of attention maps / Cosine similarity perturbation analysis / Cosine similarity template matching / Cosine similarity to neighbours / Semantic consistency (cosine similarity)12 findings
Expected Calibration Error / Integral Calibration Error (ECE)12 findings
Integrated Gradients / Integral of gradients10 findings
Mean Ablation / direct effect mean ablation / Mean token ablation10 findings
Probing classifiers / MLP probing classifiers / Q16 classifier10 findings
Activation steering / Mean steering / PCA steering9 findings
CLIPScore9 findings
Causal mediation analysis / Vig et al. 2020 (causal mediation analysis)9 findings
Path Patching9 findings
Zero-shot Chain-of-Thought / Wei et al. 2022 (Chain of Thought) / Zero-shot chain-of-thought prompting9 findings
Direct Preference Optimization / Direct Preference Optimisation / DPO / Rafailov et al. 2023 (Direct Preference Optimization)8 findings
PAIR8 findings
Few-shot prompting / 2-shot prompting / Few-shot ICL / Few-shot prompting for base models7 findings
Grad-CAM7 findings
Self-Refine7 findings
SparseGPT7 findings
Wanda7 findings
Zero-shot prompting7 findings
BLEU / BLEU@46 findings
FID6 findings
Logistic regression / Linear decoder (logistic regression) / Logistic classification / Logistic regression head6 findings
MEND6 findings
PPO6 findings
Retrieval-Augmented Generation / Retrieval augmentation (top-5 chunks)6 findings
Spearman rank correlation6 findings
AutoDan5 findings
CHAIR / CHAIRi / CHAIRS5 findings
Cohen's kappa5 findings
ICE5 findings
Inference-Time Intervention / ITI / Neuron intervention (pinning activation)5 findings
ROUGE-L5 findings
Representation Engineering / Representation engineering (control vectors) / Zou et al. 2023 (Representation Engineering) / Zou et al. (representation engineering)5 findings
k-nearest neighbours classifier / Nearest-neighbor baseline5 findings
pass@k / pass n@k / pass@1 / pass@t5 findings
t-SNE5 findings
ABC4 findings
AUROC4 findings
CIDER (Compactness and Dispersion for OOD detection)4 findings
Causal Tracing4 findings
Conceptor4 findings
Distributed Alignment Search / DAS4 findings
DoLa4 findings
EK-FAC Influence Functions4 findings
GRACE4 findings
GeoEx feature-plane extraction4 findings
Hypothesis Refinement / Iterative hypothesis refinement4 findings
K-means clustering4 findings
LLM-as-a-Judge / GPT-4 as judge / GPT-4o as LLM judge4 findings
LM Evaluation Harness4 findings
Layer-Selective Rank Reduction / LASER4 findings
Least-to-Most Prompting4 findings
PGD (Projected Gradient Descent)4 findings
Pearson correlation4 findings
Perspective API4 findings
Pointing game4 findings
Representational Similarity Analysis4 findings
SOTOPIA-EVAL4 findings
Verbalized Confidence / Verbal confidence elicitation4 findings
Arithmetic Coding3 findings
BERTScore3 findings
Benjamini-Hochberg FDR correction3 findings
Brier score3 findings
CAUSE3 findings
CHRF3 findings
CKA3 findings
CLIP3 findings
COMET3 findings
Calibrate Before Use / Zhao et al. 2021 (Calibrate Before Use)3 findings
Contrastive Pairs Method3 findings
Fast-DetectGPT3 findings
GPTQ3 findings
ICD3 findings
Linear CKA3 findings
MM-SHAP3 findings
Magnitude Pruning3 findings
Multilayer perceptron3 findings
Nucleus Sampling3 findings
OpenCLIP3 findings
Residual Stream Patching3 findings
Retrobust3 findings
Ridge regression / Bootstrap ridge regression3 findings
Spectral Clustering3 findings
System-embedded diffusion bridges3 findings
TextSpan3 findings
TruthX3 findings
Tuned Lens3 findings
Uniform TTM3 findings
Weighted Banzhaf interaction index3 findings
Weighted Cohen's Kappa3 findings
XGBoost3 findings
gzip3 findings
ASH2 findings
Arena-Hard-Auto2 findings
AutoAttack2 findings
Behavior Cloning2 findings
BenchCLAMP2 findings
CRITIC2 findings
Classifier-free guidance / Classifier-free diffusion guidance2 findings
Constrained Decoding2 findings
Control task with shuffled labels2 findings
DECAF2 findings
DeiT2 findings
E5-Mistral2 findings
EPIC distance2 findings
ESMFold2 findings
F1 score2 findings
FAISS2 findings
FGSM (Fast Gradient Sign Method)2 findings
FLIPD2 findings
G-Eval2 findings
Gemma Scope2 findings
HumanJailbreaks2 findings
Interchange Intervention2 findings
KN Edit2 findings
Kendall's tau / Kendall-tau2 findings
Knowledge Attribution2 findings
Knowledge Neurons / Dai et al. 2022 (Knowledge Neurons)2 findings
Köppen-Geiger climate classification2 findings
Linear Relational Embedding2 findings
Linear regression2 findings
Llama-Guard-3-8B2 findings
MI-Zero2 findings
MLM Scoring2 findings
MMseqs22 findings
MPPi2 findings
Mean-difference concept vector2 findings
MoleculeSTM2 findings
Moran's I2 findings
Multidimensional Scaling2 findings
NNSight and NDIF2 findings
Norm-based Analysis2 findings
NudeNet2 findings
OTI2 findings
OpenAI Moderation API2 findings
OrdinalCLIP2 findings
Orthogonal Matching Pursuit2 findings
PEGASUS2 findings
PVQ-RR2 findings
Paired t-test2 findings
Prefix Tuning / Li & Liang 2021 (Prefix-tuning)2 findings
ProteinCLAP-EBM-NCE2 findings
Q-learning2 findings
RAG2 findings
RAHF (Rich Human Feedback) score2 findings
Random Smoothing2 findings
SAS Probe2 findings
SSCD2 findings
SSPAttack2 findings
Self-RAG2 findings
Sequential Monte Carlo2 findings
Shapiro-Wilk test2 findings
StreamingLLM2 findings
TAP (Tree of Attacks with Pruning)2 findings
Temperature Scaling2 findings
UMAP2 findings
UTMOS2 findings
VAL2 findings
Vendi score2 findings
Visual Prompt Tuning2 findings
n-Shapley values2 findings
ACDC (Automated Circuit Discovery)1 finding
ADRound1 finding
APE1 finding
AWQ1 finding
Activation Addition / Turner et al. (activation addition)1 finding
Adversarial Gradient Integration1 finding
Agglomerative Clustering1 finding
Area between insertion and deletion curves1 finding
AttackVLM1 finding
Attention knockout1 finding
Attribution Patching1 finding
AugMix1 finding
AutoGPT1 finding
Autointerpretability1 finding
BAP1 finding
BGE-large-en-v1.51 finding
BLEURT1 finding
BM25 / BM25 retrieval1 finding
BRECQ1 finding
Batch Calibration1 finding
Best-of-N Sampling1 finding
C&W1 finding
CATS1 finding
CC-SHAP1 finding
CLIP-Dissect1 finding
CLIPSelf1 finding
CRAG1 finding
Centered Kernel Alignment1 finding
ChatCaptioner1 finding
CipherChat1 finding
Circular correlation1 finding
CoOp1 finding
CodeBERTScore1 finding
CodeBLEU1 finding
Contextual Calibration1 finding
Continual Knowledge Learning1 finding
Corrupting CoT1 finding
CutMix1 finding
DBNet1 finding
DFQ1 finding
DIPPER-paraphraser-xxl1 finding
DQN1 finding
DRTune1 finding
Decomposed Prompting1 finding
DeepFloyd IF1 finding
DeepFool1 finding
Detoxify1 finding
Dijkstra shortest path1 finding
EATA1 finding
EBO1 finding
EasyOCR1 finding
Empirical Neural Tangent Kernel1 finding
Equal Opportunity Difference1 finding
Error Consistency1 finding
FLAC1 finding
FairFace1 finding
Faith-Shap1 finding
Feature Visualization by Optimization1 finding
Fleiss' kappa / Fleiss-κ1 finding
Foot-in-the-Door Attack / Foot-in-the-door (Wang et al. 2024)1 finding
Frozen in Time1 finding
GEDI1 finding
GLIP1 finding
GPT-4-32k1 finding
GRIDE1 finding
GWL Test1 finding
Gaussian KDE1 finding
Getis-Ord Gi*1 finding
Gini Index1 finding
Giphy Celebrity Detector1 finding
Grad-ECLIP1 finding
Greedy Maximum Coverage Approximation1 finding
GroundingDINO1 finding
Gzip Compression1 finding
H2O1 finding
H3 hexagonal grid1 finding
HSIC1 finding
Head masking1 finding
Hybrid geo-latent graph1 finding
HyperDAS1 finding
I/O CoT1 finding
IGWL test1 finding
INPCA1 finding
ImgJP1 finding
In-Context Knowledge Editing / IKE1 finding
Influence Functions / Grosse et al. 2023 (influence functions)1 finding
Info-RAG1 finding
Information Flow Routes / Ferrando & Voita 2024 (information flow routes)1 finding
Information Imbalance1 finding
InstructZero1 finding
Isotonic regression1 finding
Jaccard similarity1 finding
Jensen-Shannon divergence1 finding
KID1 finding
KL Divergence1 finding
Kendall's τ1 finding
Knowledge Distillation1 finding
Knowledge Editor / KE1 finding
Kolmogorov-Smirnov two-sample test1 finding
Kronfluence1 finding
L1 Magnitude Pruning1 finding
LLM-Pruner1 finding
LLM.int8()1 finding
LLaVA-Next1 finding
LOSt1 finding
LPIPS1 finding
LWP1 finding
Lasso regression1 finding
Ledoit-Wolf Shrinkage Estimator1 finding
Levenshtein distance1 finding
Linear Assignment Problem1 finding
Linear HSIC1 finding
Linear support vector machine1 finding
Llama 31 finding
Local Moran's I (LISA)1 finding
Local fidelity R2 over the feature lattice1 finding
Logit Anchoring1 finding
M2IB1 finding
MAUVE1 finding
MDS (Mahalanobis Distance-based Score)1 finding
MEMO1 finding
METEOR1 finding
MHCFlurry 2.01 finding
MMP1 finding
MPNet1 finding
MSP (Maximum Softmax Probability)1 finding
McNemar's test1 finding
MiniLM-L6-V21 finding
Multi-Agent Debate1 finding
Multi-task Distributed Alignment Search / MDAS1 finding
Mutual Nearest-Neighbor Kernel Alignment1 finding
NLPO1 finding
NNSight1 finding
NNSight/NDIF1 finding
NUPES1 finding
Net2Brain1 finding
Network Dissection1 finding
Normalized Kendall-tau distance / Normalized Kendall-τ distance1 finding
NudNet1 finding
Null-text inversion1 finding
ODIN1 finding
OPTQ1 finding
Onion1 finding
Online DPO1 finding
OpenMask3D1 finding
PAC-Bayes bound1 finding
PAC-Bayesian Analysis1 finding
PAL (Program-Aided Language Models) / PaL1 finding
PAP1 finding
PSNR1 finding
Partial-LRP1 finding
Path-norm1 finding
Pearson correlation coefficient1 finding
PerSAM1 finding
Permutation test1 finding
Persona Modulation1 finding
Platt scaling1 finding
Poison-RLHF1 finding
Polynomial Regression1 finding
PowerQuant1 finding
Procrustes Analysis1 finding
Program of Thoughts1 finding
Prompt Ensembling1 finding
Prompt Tuning / Soft prompt tuning1 finding
QF-Attack1 finding
RALF1 finding
RED++1 finding
REX1 finding
RLOO1 finding
ROAR1 finding
ROUGE-11 finding
Random Forest Regression1 finding
Rays1 finding
ReNeLLM1 finding
Reasoning Score1 finding
RegionCLIP1 finding
Relative Representations1 finding
Retriever-Dictionary module / Retriever-Dictionary (RD) module / RD module1 finding
SERAC1 finding
SHNAP1 finding
SNAP1 finding
SORT1 finding
SPADE (Sample-efficient Probabilistic Detection)1 finding
SQuant1 finding
SSIM1 finding
SVCCA1 finding
Safely Partial-Parameter Fine-Tuning / SPPFT (Safely Partial Parameter Fine-Tuning)1 finding
ScreenOT1 finding
Segment Anything1 finding
Self-BLEU1 finding
Self-Critique1 finding
Sentence-BERT1 finding
Sequential Integrated Gradients1 finding
Shapley values / SHAP1 finding
SignFlip1 finding
SignHunt1 finding
Simple Gradient1 finding
Singular Value Decomposition / Singular value decomposition of trajectory ensemble1 finding
Smooth ECE1 finding
SmoothLLM1 finding
SpRAy (Spectral Relevance Analysis)1 finding
Spearman's ρ1 finding
Speculative Decoding1 finding
Square Attack1 finding
SqueezeLLM1 finding
Structural Probing1 finding
Structured Prompting1 finding
Subspace activation patching1 finding
Successor Representation / Dayan 1993 (Successor representation)1 finding
SymbolicTOM1 finding
TCAV (Testing with Concept Activation Vectors)1 finding
TD-MPC1 finding
TENT1 finding
TIFA1 finding
TLDR1 finding
TextHoaxer1 finding
Textual Inversion1 finding
Therapeutic Antibody Profiler1 finding
Thompson Sampling1 finding
Tok-RAG1 finding
TotalSegmentator1 finding
TransformerLens1 finding
Two-interval forced choice (2IFC)1 finding
Two-way ANOVA with Tukey HSD1 finding
Uniform Magnitude Pruning1 finding
Universal Sentence Encoder1 finding
Universal guidance1 finding
VAA1 finding
VIM1 finding
Variance Ratio Test1 finding
ViT-Slim1 finding
Weight orthogonalization1 finding
Wilson's confidence interval1 finding
gSHNAP (generalized SHNAP)1 finding
lm-eval1 finding
Activation Projection / Probing (activation projection) / Vocabulary projection0 findings
Architecture-Adapted Multilingual Integrated Gradients0 findings
Attention Calibration / ACT (Attention Calibration Technique)0 findings
Azure AI Language0 findings
BadNets0 findings
Best-Worst Scaling0 findings
Binomial regression0 findings
CCA0 findings
CNNIQA0 findings
Canonical Correlation Analysis0 findings
Chi-squared test0 findings
Circuit Breakers / Circ-Break0 findings
Contrastive Decoding0 findings
Counter-fitting / Counter-fitted embeddings0 findings
Cross-Entropy Method0 findings
CrystalBleu0 findings
DDIM0 findings
Deep Ensembles0 findings
DeepZ0 findings
Dice similarity coefficient0 findings
Diffusion Purification0 findings
Divergent Association Task0 findings
Eureka0 findings
Factor Analysis0 findings
Fisher's r-to-z transformation0 findings
Gaussian Smoothing0 findings
Hamiltonian Monte Carlo0 findings
Independent Component Analysis0 findings
Infini-gram0 findings
Influence Patterns0 findings
InfoNCE0 findings
Jaro-Winkler distance0 findings
Knowledge Circuits0 findings
Krippendorff's α0 findings
LLMEval0 findings
LLaMA 7B0 findings
Layer-wise Relevance Propagation0 findings
LlamaScope0 findings
MIRo0 findings
MPA0 findings
Manipulate-Anything0 findings
Multiresolution Hash Encoding0 findings
Mutual Information0 findings
NIMA0 findings
OPRO0 findings
Optimal Transport Calibration0 findings
Parallel Context Windows / Parallel Context Window (PCW)0 findings
ProC3S0 findings
Proximal Policy Optimization0 findings
QLoRA0 findings
RAHF0 findings
Randomized SVD0 findings
Reward-Augmented Decoding0 findings
Scissorhands0 findings
SmoothGrad / Smooth Gradients0 findings
Soft Actor-Critic0 findings
Truth Forest0 findings
Two-Stage Least Squares / Two-stage least squares regression0 findings
UniPC0 findings
VLAD0 findings
VQAScore0 findings
Variational Autoencoder0 findings
WIMBD0 findings
Whisper0 findings
Whisper-Large-V3 / Whisper-Large-V3 ASR0 findings
Word Mover's Distance0 findings
ZeroCap0 findings