Information Retrieval
Information retrieval is the task of ranking a list of documents or search results in response to a query
( Image credit: sudhanshumittal )
Papers
Showing 1–1 of 1 papers
| Title | Status | Hype |
|---|---|---|
| LightRAG: Simple and Fast Retrieval-Augmented Generation | Code | 14 |
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Two-tower Bi-Encoder (RoBERTa) | Recall@100 | 74.78 | — | Unverified |
| 2 | Siamese Bi-Encoder (RoBERTa) | Recall@100 | 71.63 | — | Unverified |
| 3 | BM25 | Recall@100 | 51.33 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | RetroMAE v2 | MRR@10 | 42.58 | — | Unverified |
| 2 | ConAE-256 | Time (ms) | 0.33 | — | Unverified |
| 3 | ConAE-128 | Time (ms) | 0.32 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SGPT-BE-5.8B | mAP@100 | 0.16 | — | Unverified |
| 2 | TSDAE | mAP@100 | 0.15 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | hpipubcommon | infNDCG | 0.56 | — | Unverified |
| 2 | hpictall | infNDCG | 0.55 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MIND | HR@30 | 0.32 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Distilled Network | nDCG@10 | 0.53 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | RetroMAE | MRR@10 | 0.42 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SGPT-5.8B-msmarco | nDCG@10 | 50.25 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Information Retrieval + SVM | 1:1 Accuracy | 83.79 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BERT+CONCEPT FILTER | NDCG | 0.25 | — | Unverified |