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3 changes: 2 additions & 1 deletion bin/run.sh
Original file line number Diff line number Diff line change
@@ -1,7 +1,8 @@
#!/bin/sh

java -cp `ls target/*-fatjar.jar` -Xms512M -Xmx192G -Dslf4j.internal.verbosity=WARN --add-modules jdk.incubator.vector $@ 2>&1 | grep -v "WARNING: Using incubator modules"
java -cp `ls target/*-fatjar.jar` -Xms512M -Xmx192G -Dslf4j.internal.verbosity=WARN --add-modules jdk.incubator.vector --enable-native-access=ALL-UNNAMED $@ 2>&1 | grep -v "WARNING: Using incubator modules"

# Notes:
# - "WARNING: Using incubator modules: jdk.incubator.vector" cannot be suppressed, so just grep -v it.
# - "SLF4J(I): Connected with provider of type [org.apache.logging.slf4j.SLF4JServiceProvider]": suppress using -Dslf4j
# - "WARNING: A restricted method in java.lang.foreign.Linker has been called" fixed by --enable-native-access=ALL-UNNAMED
24 changes: 12 additions & 12 deletions docs/regressions/regressions-hc4-neuclir22-fa.md
Original file line number Diff line number Diff line change
Expand Up @@ -156,21 +156,21 @@ With the above commands, you should be able to reproduce the following results:

| **MAP** | **BM25 (default)**| **+RM3** | **+Rocchio**|
|:-------------------------------------------------------------------------------------------------------------|-------------------|-----------|-------------|
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.1198 | 0.1064 | 0.1221 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.1435 | 0.0833 | 0.1254 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.1438 | 0.1075 | 0.1351 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.1331 | 0.1045 | 0.1318 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.1420 | 0.0998 | 0.1250 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.1536 | 0.1255 | 0.1382 |
| **nDCG@20** | **BM25 (default)**| **+RM3** | **+Rocchio**|
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.1806 | 0.1564 | 0.1794 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.2288 | 0.1285 | 0.1968 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.2233 | 0.1706 | 0.2001 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.1999 | 0.1532 | 0.1847 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.2197 | 0.1526 | 0.1926 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.2371 | 0.1925 | 0.2057 |
| **J@20** | **BM25 (default)**| **+RM3** | **+Rocchio**|
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.1430 | 0.1220 | 0.1520 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.1480 | 0.1110 | 0.1480 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.1570 | 0.1210 | 0.1530 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.1510 | 0.1270 | 0.1650 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.1490 | 0.1120 | 0.1580 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.1670 | 0.1270 | 0.1690 |
| **Recall@1000** | **BM25 (default)**| **+RM3** | **+Rocchio**|
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.7234 | 0.6742 | 0.7929 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.7431 | 0.6132 | 0.7768 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.7652 | 0.6436 | 0.8058 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.7483 | 0.6933 | 0.7991 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.7475 | 0.6365 | 0.8233 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.7964 | 0.6835 | 0.8532 |

The above results reproduce the BM25 title queries run in Table 2 of [this paper](https://arxiv.org/pdf/2201.08471.pdf).

Expand Down
48 changes: 24 additions & 24 deletions docs/regressions/regressions-hc4-v1.0-fa.md
Original file line number Diff line number Diff line change
Expand Up @@ -245,33 +245,33 @@ With the above commands, you should be able to reproduce the following results:

| **MAP** | **BM25 (default)**| **+RM3** | **+Rocchio**|
|:-------------------------------------------------------------------------------------------------------------|-------------------|-----------|-------------|
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.2971 | 0.2865 | 0.3030 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.3243 | 0.3402 | 0.3721 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.3366 | 0.2919 | 0.3881 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.2877 | 0.2954 | 0.2954 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.2928 | 0.2807 | 0.2928 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.3285 | 0.3042 | 0.3274 |
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.2818 | 0.2583 | 0.2761 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.3128 | 0.2984 | 0.3442 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.3343 | 0.2680 | 0.3510 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.3059 | 0.3080 | 0.3182 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.3108 | 0.2714 | 0.3170 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.3437 | 0.3058 | 0.3507 |
| **nDCG@20** | **BM25 (default)**| **+RM3** | **+Rocchio**|
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.3445 | 0.3446 | 0.3161 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.3475 | 0.3862 | 0.3895 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.3665 | 0.3454 | 0.3962 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.3846 | 0.3812 | 0.3861 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.4039 | 0.3755 | 0.3811 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.4489 | 0.4049 | 0.4256 |
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.3315 | 0.3186 | 0.2806 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.3394 | 0.3508 | 0.3599 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.3664 | 0.3132 | 0.3490 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.4114 | 0.3982 | 0.3958 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.4077 | 0.3513 | 0.3942 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.4606 | 0.4006 | 0.4341 |
| **J@20** | **BM25 (default)**| **+RM3** | **+Rocchio**|
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.4100 | 0.3300 | 0.3950 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.4750 | 0.3500 | 0.5100 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.4700 | 0.3450 | 0.5250 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.4010 | 0.3800 | 0.4350 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.3890 | 0.3590 | 0.4300 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.4420 | 0.3800 | 0.4580 |
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.3900 | 0.3500 | 0.3650 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.4600 | 0.3300 | 0.4650 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.4600 | 0.2900 | 0.4800 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.4220 | 0.4030 | 0.4600 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.3950 | 0.3410 | 0.4570 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.4460 | 0.3980 | 0.4840 |
| **Recall@1000** | **BM25 (default)**| **+RM3** | **+Rocchio**|
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.7794 | 0.7683 | 0.8039 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.8491 | 0.7737 | 0.8838 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.9129 | 0.8102 | 0.9154 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.8223 | 0.7755 | 0.8560 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.8402 | 0.7487 | 0.8738 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.8651 | 0.8055 | 0.8883 |
| [HC4 (Persian): dev-topic title](https://github.com/hltcoe/HC4) | 0.7745 | 0.7835 | 0.8039 |
| [HC4 (Persian): dev-topic description](https://github.com/hltcoe/HC4) | 0.8433 | 0.7685 | 0.8727 |
| [HC4 (Persian): dev-topic description+title](https://github.com/hltcoe/HC4) | 0.9128 | 0.8077 | 0.9323 |
| [HC4 (Persian): test-topic title](https://github.com/hltcoe/HC4) | 0.8405 | 0.7957 | 0.8721 |
| [HC4 (Persian): test-topic description](https://github.com/hltcoe/HC4) | 0.8581 | 0.7488 | 0.8853 |
| [HC4 (Persian): test-topic description+title](https://github.com/hltcoe/HC4) | 0.8799 | 0.8051 | 0.9035 |

The above results reproduce the BM25 title queries run in Table 2 of [this paper](https://arxiv.org/pdf/2201.08471.pdf).

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4 changes: 2 additions & 2 deletions docs/regressions/regressions-miracl-v1.0-fa-aca.md
Original file line number Diff line number Diff line change
Expand Up @@ -57,6 +57,6 @@ With the above commands, you should be able to reproduce the following results:

| **nDCG@10** | **BM25** |
|:-------------------------------------------------------------------------------------------------------------|-----------|
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.3427 |
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.3576 |
| **R@100** | **BM25** |
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.7600 |
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.7806 |
4 changes: 2 additions & 2 deletions docs/regressions/regressions-miracl-v1.0-fa.md
Original file line number Diff line number Diff line change
Expand Up @@ -55,6 +55,6 @@ With the above commands, you should be able to reproduce the following results:

| **nDCG@10** | **BM25** |
|:-------------------------------------------------------------------------------------------------------------|-----------|
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.3334 |
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.3568 |
| **R@100** | **BM25** |
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.7306 |
| [MIRACL (Persian): dev](https://github.com/project-miracl/miracl) | 0.7413 |
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