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ResearchFormerly WizWand

End-to-End Skill Extraction on KARIYER (test)

56CoNLL-F1Dynamic Ten-Shot
12.3223.663546.34Jan 30, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Dynamic Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0156
Static Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0155
Dynamic Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0155
Dynamic Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0155
Dynamic Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0155
Static Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0154
Static Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0154
Dynamic Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0154
Dynamic Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0154
Dynamic Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0154
Zero-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0153
Static Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0153
Static Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0153
Dynamic Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0153
Static Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0152
Static Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0152
Static Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0152
Dynamic Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0152
Zero-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0151
Zero-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0150
Static Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0150
Dynamic Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0141
Static Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0140
Dynamic Two-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0140
Dynamic Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0140
Zero-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0139
Static Six-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0139
Static Ten-ShotRetrieval Method=Embedding Similarity, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0138
SSL via BertRetrieval Method=Embedding Similarity, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0137
SSL via BertRetrieval Method=Embedding Similarity, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0136
SSL via BertRetrieval Method=Embedding Similarity, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0135
Dynamic Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0134
Dynamic Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0134
Dynamic Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0134
Dynamic Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0134
Dynamic Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0134
Dynamic Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0133
SSL via BertRetrieval Method=Fuzzy Matching, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0130
Dynamic Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0130
Dynamic Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0130
Dynamic Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0130
SSL via BertRetrieval Method=Fuzzy Matching, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0129
SSL via BertRetrieval Method=Fuzzy Matching, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0129
Static Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0128
Static Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0128
Static Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0128
Zero-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0127
Zero-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0126
Zero-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0126
Static Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0125
Static Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0125
Static Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0125
Static Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext- Desc. Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0125
Static Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankKey Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0124
Static Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/ RerankContext Prompt, Reranking Model=GPT-4o, Causal Reasoning=true2026.0124
Dynamic Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0122
Dynamic Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0121
Dynamic Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0120
SSL via BertRetrieval Method=Embedding Similarity, Reranking Method=w/o Rerank2026.0119
SSL via BertRetrieval Method=Fuzzy Matching, Reranking Method=w/o Rerank2026.0117
Static Two-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0116
Static Six-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0115
Zero-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0114
Static Ten-ShotRetrieval Method=Fuzzy Matching, Identification Model=Claude Sonnet 3.7, Reranking Method=w/o Rerank2026.0114