Nathan Schneider

139 papers A* 5A 1B 17Journal 60Unranked 51
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Junghyun Min, Na-Rae Han, Jena D. Hwang, Nathan Schneider
2026 J jnl
CoRR
Xiulin Yang, Arianna Bisazza, Nathan Schneider, Ethan Gotlieb Wilcox
2025 J jnl
CoRR
Wesley Scivetti, Nathan Schneider
2025 J jnl
Lang. Resour. Evaluation
Ida Szubert, Omri Abend, Nathan Schneider, Samuel Gibbon, Louis Mahon, Sharon Goldwater, Mark Steedman
2025 J jnl
Lang. Resour. Evaluation
Ida Szubert, Omri Abend, Nathan Schneider, Samuel Gibbon, Louis Mahon, Sharon Goldwater, Mark Steedman
2025 B conf
COLING
Wesley Scivetti, Lauren Levine, Nathan Schneider
2025 J jnl
CoRR
Abhishek Purushothama, Junghyun Min, Brandon Waldon, Nathan Schneider
2025 J jnl
CoRR
Tatsuya Aoyama, Ethan Gotlieb Wilcox, Nathan Schneider
2025 B conf
CogSci
Micaela Wells, Brandon Waldon, Nathan Schneider
2025 J jnl
CoRR
Xiulin Yang, Zhuoxuan Ju, Lanni Bu, Zoey Liu, Nathan Schneider
2025 A* conf
EMNLP
Wesley Scivetti, Tatsuya Aoyama, Ethan Wilcox, Nathan Schneider
2025 J jnl
CoRR
Wesley Scivetti, Tatsuya Aoyama, Ethan Wilcox, Nathan Schneider
2024 J jnl
Comput. Linguistics
Shira Wein, Nathan Schneider
2024 conf
LREC/COLING
Michael Kranzlein, Nathan Schneider, Kevin Tobia
2024 conf
LREC/COLING
Tatsuya Aoyama, Chihiro Taguchi, Nathan Schneider
2024 conf
EACL (1)
Shira Wein, Nathan Schneider
2024 A* conf
EMNLP
Tatsuya Aoyama, Nathan Schneider
2024 J jnl
CoRR
Juri Opitz, Shira Wein, Nathan Schneider
2024 conf
EMNLP (Findings)
Shabnam Behzad, Amir Zeldes, Nathan Schneider
2024 J jnl
CoRR
Leonie Weissweiler, Nina Böbel, Kirian Guiller, Santiago Herrera, Wesley Scivetti, Arthur Lorenzi Almeida, Nurit Melnik, Archna Bhatia, Hinrich Schütze, Lori S. Levin, Amir Zeldes, Joakim Nivre, William Croft, Nathan Schneider
2024 conf
LREC/COLING
Leonie Weissweiler, Nina Böbel, Kirian Guiller, Santiago Herrera, Wesley Samuel Scivetti, Arthur Lorenzi Almeida, Nurit Melnik, Archna Bhatia, Hinrich Schütze, Lori S. Levin, Amir Zeldes, Joakim Nivre, William Croft, Nathan Schneider
2023 J jnl
CoRR
Juri Opitz, Shira Wein, Julius Steen, Anette Frank, Nathan Schneider
2023 J jnl
CoRR
Amir Zeldes, Nathan Schneider
2023 J jnl
CoRR
Brett Reynolds, Nathan Schneider, Aryaman Arora
2023 J jnl
CoRR
Michael Kranzlein, Nathan Schneider, Kevin Tobia
2023 conf
ACL (1)
Shabnam Behzad, Keisuke Sakaguchi, Nathan Schneider, Amir Zeldes
2023 conf
INLG (Generation Challenges)
Shabnam Behzad, Amir Zeldes, Nathan Schneider
2023 B conf
CoNLL
Luke Gessler, Nathan Schneider
2023 J jnl
CoRR
Luke Gessler, Nathan Schneider
2023 J jnl
CoRR
Shira Wein, Nathan Schneider
2022 B conf
COLING
Shira Wein, Nathan Schneider
2022 J jnl
CoRR
Brett Reynolds, Aryaman Arora, Nathan Schneider
2022 conf
NAACL-HLT
Tahira Naseem, Austin Blodgett, Sadhana Kumaravel, Tim O'Gorman, Young-Suk Lee, Jeffrey Flanigan, Ramón Fernandez Astudillo, Radu Florian, Salim Roukos, Nathan Schneider
2022 J jnl
CoRR
Shabnam Behzad, Keisuke Sakaguchi, Nathan Schneider, Amir Zeldes
2022 conf
NAACL-HLT
Jakob Prange, Nathan Schneider, Lingpeng Kong
2022 B conf
LREC
Aryaman Arora, Nitin Venkateswaran, Nathan Schneider
2022 J jnl
CoRR
Aryaman Arora, Nitin Venkateswaran, Nathan Schneider
2022 J jnl
CoRR
Shira Wein, Zhuxin Wang, Nathan Schneider
2022 conf
NAACL-HLT (Student Research Workshop)
Tatsuya Aoyama, Nathan Schneider
2022 conf
SemEval@NAACL
Guy Emerson, Natalie Schluter, Gabriel Stanovsky, Ritesh Kumar, Alexis Palmer, Nathan Schneider, Siddharth Singh, Shyam Ratan
2022 ed.
SemEval@NAACL
Guy Emerson, Natalie Schluter, Gabriel Stanovsky, Ritesh Kumar, Alexis Palmer, Nathan Schneider, Siddharth Singh, Shyam Ratan
2022 J jnl
CoRR
Shabnam Behzad, Amir Zeldes, Nathan Schneider
2022 J jnl
CoRR
Shira Wein, Lucia Donatelli, Ethan Ricker, Calvin Engstrom, Alex Nelson, Nathan Schneider
2022 B conf
LREC
Luke Gessler, Nathan Schneider, Joseph C. Ledford, Austin Blodgett
2021 conf
BlackboxNLP@EMNLP
Luke Gessler, Nathan Schneider
2021 J jnl
CoRR
Luke Gessler, Nathan Schneider
2021 J jnl
CoRR
Ida Szubert, Omri Abend, Nathan Schneider, Samuel Gibbon, Sharon Goldwater, Mark Steedman
2021 J jnl
CoRR
Tahira Naseem, Austin Blodgett, Sadhana Kumaravel, Tim O'Gorman, Young-Suk Lee, Jeffrey Flanigan, Ramón Fernandez Astudillo, Radu Florian, Salim Roukos, Nathan Schneider
2021 J jnl
Künstliche Intell.
Jakob Prange, Nathan Schneider
2021 J jnl
CoRR
Aryaman Arora, Nitin Venkateswaran, Nathan Schneider
2021 conf
MWE@ACL-IJCNLP
Nelson F. Liu, Daniel Hershcovich, Michael Kranzlein, Nathan Schneider
2021 conf
EMNLP (Findings)
Michael Kranzlein, Nelson F. Liu, Nathan Schneider
2021 J jnl
CoRR
Michael Kranzlein, Nelson F. Liu, Nathan Schneider
2021 J jnl
CoRR
Nathan Schneider, Amir Zeldes
2021 J jnl
CoRR
Jakob Prange, Nathan Schneider, Lingpeng Kong
2021 J jnl
CoRR
Michael Kranzlein, Emma Manning, Siyao Peng, Shira Wein, Aryaman Arora, Bradford Salen, Nathan Schneider
2021 conf
ACL/IJCNLP (1)
Austin Blodgett, Nathan Schneider
2021 J jnl
CoRR
Austin Blodgett, Nathan Schneider
2021 ed.
SemEval@ACL/IJCNLP
Alexis Palmer, Nathan Schneider, Natalie Schluter, Guy Emerson, Aurélie Herbelot, Xiaodan Zhu
2021 conf
EMNLP (1)
Taelin Karidi, Yichu Zhou, Nathan Schneider, Omri Abend, Vivek Srikumar
2021 J jnl
CoRR
Taelin Karidi, Yichu Zhou, Nathan Schneider, Omri Abend, Vivek Srikumar
2021 conf
Eval4NLP
Emma Manning, Nathan Schneider
2021 J jnl
CoRR
Luke Gessler, Shira Wein, Nathan Schneider
2021 J jnl
Trans. Assoc. Comput. Linguistics
Jakob Prange, Nathan Schneider, Vivek Srikumar
2020 A* conf
ACL
Sean Trott, Tiago Timponi Torrent, Nancy Chang, Nathan Schneider
2020 J jnl
CoRR
Sean Trott, Tiago Timponi Torrent, Nancy Chang, Nathan Schneider
2020 B conf
LREC
Siyao Peng, Yang Liu, Yilun Zhu, Austin Blodgett, Yushi Zhao, Nathan Schneider
2020 J jnl
CoRR
Siyao Peng, Yang Liu, Yilun Zhu, Austin Blodgett, Yushi Zhao, Nathan Schneider
2020 B conf
COLING
Emma Manning, Shira Wein, Nathan Schneider
2020 J jnl
CoRR
Emma Manning, Shira Wein, Nathan Schneider
2020 B conf
COLING
Daniel Hershcovich, Nathan Schneider, Dotan Dvir, Jakob Prange, Miryam de Lhoneux, Omri Abend
2020 J jnl
CoRR
Daniel Hershcovich, Nathan Schneider, Dotan Dvir, Jakob Prange, Miryam de Lhoneux, Omri Abend
2020 conf
COLING (Tutorial)
Omri Abend, Dotan Dvir, Daniel Hershcovich, Jakob Prange, Nathan Schneider
2020 J jnl
CoRR
Nelson F. Liu, Daniel Hershcovich, Michael Kranzlein, Nathan Schneider
2020 ed.
SemEval@COLING
Aurélie Herbelot, Xiaodan Zhu, Alexis Palmer, Nathan Schneider, Jonathan May, Ekaterina Shutova
2020 J jnl
CoRR
Jakob Prange, Nathan Schneider, Vivek Srikumar
2020 A* conf
ACL
Aryaman Arora, Luke Gessler, Nathan Schneider
2020 J jnl
CoRR
Aryaman Arora, Luke Gessler, Nathan Schneider
2020 J jnl
CoRR
Omri Abend, Nathan Schneider, Dotan Dvir, Jakob Prange, Ari Rappoport
2019 conf
IWCS (1)
Austin Blodgett, Nathan Schneider
2019 J jnl
CoRR
Austin Blodgett, Nathan Schneider
2019 B conf
CoNLL
Jakob Prange, Nathan Schneider, Omri Abend
2019 J jnl
CoRR
Jakob Prange, Nathan Schneider, Omri Abend
2019 J jnl
CoRR
Jakob Prange, Nathan Schneider, Omri Abend
2018 conf
NAACL-HLT
Ida Szubert, Adam Lopez, Nathan Schneider
2018 B conf
LREC
Claire Bonial, Bianca Badarau, Kira Griffitt, Ulf Hermjakob, Kevin Knight, Tim O'Gorman, Martha Palmer, Nathan Schneider
2018 J jnl
CoRR
Yilun Zhu, Yang Liu, Siyao Peng, Austin Blodgett, Yushi Zhao, Nathan Schneider
2018 conf
LAW-MWE-CxG@COLING
Lucia Donatelli, Michael Regan, William Croft, Nathan Schneider
2018 conf
ACL (1)
Nathan Schneider, Jena D. Hwang, Vivek Srikumar, Jakob Prange, Austin Blodgett, Sarah R. Moeller, Aviram Stern, Adi Bitan, Omri Abend
2018 J jnl
CoRR
Nathan Schneider, Jena D. Hwang, Vivek Srikumar, Jakob Prange, Austin Blodgett, Sarah R. Moeller, Aviram Stern, Adi Bitan, Omri Abend
2018 conf
LAW-MWE-CxG@COLING
Abigail Walsh, Claire Bonial, Kristina Geeraert, John P. McCrae, Nathan Schneider, Clarissa Somers
2018 conf
IEEE BigData
Julia Hocket, Yaguang Liu, Yifang Wei, Lisa Singh, Nathan Schneider
2018 conf
ACL (1)
Hannah Rohde, Alexander Johnson, Nathan Schneider, Bonnie L. Webber
2018 conf
LAW-MWE-CxG@COLING
Carlos Ramisch, Silvio Ricardo Cordeiro, Agata Savary, Veronika Vincze, Verginica Barbu Mititelu, Archna Bhatia, Maja Buljan, Marie Candito, Polona Gantar, Voula Giouli, Tunga Güngör, Abdelati Hawwari, Uxoa Iñurrieta Urmeneta, Jolanta Kovalevskaite, Simon Krek, Timm Lichte, Chaya Liebeskind, Johanna Monti, Carla Parra Escartín, Behrang QasemiZadeh, Nathan Schneider, Ivelina Stoyanova, Ashwini Vaidya, Abigail Walsh
2018 conf
LAW-MWE-CxG@COLING
Nathan Schneider
2018 conf
NAACL-HLT
Yijia Liu, Yi Zhu, Wanxiang Che, Bing Qin, Nathan Schneider, Noah A. Smith
2018 J jnl
CoRR
Yijia Liu, Yi Zhu, Wanxiang Che, Bing Qin, Nathan Schneider, Noah A. Smith
2018 ed.
LAW-MWE-CxG@COLING
Agata Savary, Carlos Ramisch, Jena D. Hwang, Nathan Schneider, Melanie Andresen, Sameer Pradhan, Miriam R. L. Petruck
2018 B conf
LREC
Austin Blodgett, Nathan Schneider
2017 J jnl
CoRR
Nathan Schneider, Jena D. Hwang, Archna Bhatia, Na-Rae Han, Vivek Srikumar, Tim O'Gorman, Omri Abend
2017 J jnl
CoRR
Jena D. Hwang, Archna Bhatia, Na-Rae Han, Tim O'Gorman, Vivek Srikumar, Nathan Schneider
2017 conf
*SEM
Jena D. Hwang, Archna Bhatia, Na-Rae Han, Tim O'Gorman, Vivek Srikumar, Nathan Schneider
2017 conf
IWCS(1)
Hannah Rohde, Anna Dickinson, Nathan Schneider, Annie Louis, Bonnie L. Webber
2017 ed.
LAW@ACL
Nathan Schneider, Nianwen Xue
2017 conf
EMNLP (System Demonstrations)
Nathan Schneider, Chuck Wooters
2017 J jnl
CoRR
Nathan Schneider, Chuck Wooters
2016 conf
LAW@ACL
Nathan Schneider, Jena D. Hwang, Vivek Srikumar, Meredith Green, Abhijit Suresh, Kathryn Conger, Tim O'Gorman, Martha Palmer
2016 J jnl
CoRR
Nathan Schneider, Jena D. Hwang, Vivek Srikumar, Meredith Green, Kathryn Conger, Tim O'Gorman, Martha Palmer
2016 conf
LAW@ACL
Hannah Rohde, Anna Dickinson, Nathan Schneider, Christopher N. L. Clark, Annie Louis, Bonnie L. Webber
2016 B conf
LREC
Nora Hollenstein, Nathan Schneider, Bonnie L. Webber
2016 conf
SemEval@NAACL-HLT
Nathan Schneider, Dirk Hovy, Anders Johannsen, Marine Carpuat
2015 conf
HLT-NAACL
Nathan Schneider, Noah A. Smith
2015 conf
LAW@NAACL-HLT
Nathan Schneider, Vivek Srikumar, Jena D. Hwang, Martha Palmer
2015 J jnl
CoRR
Lizhen Qu, Gabriela Ferraro, Liyuan Zhou, Weiwei Hou, Nathan Schneider, Timothy Baldwin
2015 B conf
CoNLL
Lizhen Qu, Gabriela Ferraro, Liyuan Zhou, Weiwei Hou, Nathan Schneider, Timothy Baldwin
2015 conf
ACL (2)
Meghana Kshirsagar, Sam Thomson, Nathan Schneider, Jaime G. Carbonell, Noah A. Smith, Chris Dyer
2015 conf
HLT-NAACL
Collin F. Baker, Nathan Schneider, Miriam R. L. Petruck, Michael Ellsworth
2015 conf
HLT-NAACL
Nathan Schneider, Jeffrey Flanigan, Tim O'Gorman
2015 conf
LAW@NAACL-HLT
Nathan Schneider
2014 A* conf
EMNLP
Lingpeng Kong, Nathan Schneider, Swabha Swayamdipta, Archna Bhatia, Chris Dyer, Noah A. Smith
2014 B conf
LREC
Yulia Tsvetkov, Nathan Schneider, Dirk Hovy, Archna Bhatia, Manaal Faruqui, Chris Dyer
2014 B conf
COLING
Archna Bhatia, Chu-Cheng Lin, Nathan Schneider, Yulia Tsvetkov, Fatima Talib Al-Raisi, Laleh Roostapour, Jordan Bender, Abhimanu Kumar, Lori S. Levin, Mandy Simons, Chris Dyer
2014 conf
SemEval@COLING
Sam Thomson, Brendan O'Connor, Jeffrey Flanigan, David Bamman, Jesse Dodge, Swabha Swayamdipta, Nathan Schneider, Chris Dyer, Noah A. Smith
2014 B conf
LREC
Nathan Schneider, Spencer Onuffer, Nora Kazour, Emily Danchik, Michael T. Mordowanec, Henrietta Conrad, Noah A. Smith
2014 J jnl
Trans. Assoc. Comput. Linguistics
Nathan Schneider, Emily Danchik, Chris Dyer, Noah A. Smith
2014 J jnl
Comput. Linguistics
Dipanjan Das, Desai Chen, André F. T. Martins, Nathan Schneider, Noah A. Smith
2014 conf
ACL (System Demonstrations)
Michael T. Mordowanec, Nathan Schneider, Chris Dyer, Noah A. Smith
2013 conf
LAW@ACL
Nathan Schneider, Brendan O'Connor, Naomi Saphra, David Bamman, Manaal Faruqui, Noah A. Smith, Chris Dyer, Jason Baldridge
2013 J jnl
CoRR
Nathan Schneider, Brendan O'Connor, Naomi Saphra, David Bamman, Manaal Faruqui, Noah A. Smith, Chris Dyer, Jason Baldridge
2013 conf
LAW@ACL
Laura Banarescu, Claire Bonial, Shu Cai, Madalina Georgescu, Kira Griffitt, Ulf Hermjakob, Kevin Knight, Philipp Koehn, Martha Palmer, Nathan Schneider
2013 J jnl
Comput. Linguistics
Nathan Schneider, Reut Tsarfaty
2013 conf
BEA@NAACL-HLT
Yulia Tsvetkov, Naama Twitto, Nathan Schneider, Noam Ordan, Manaal Faruqui, Victor Chahuneau, Shuly Wintner, Chris Dyer
2013 conf
HLT-NAACL
Olutobi Owoputi, Brendan O'Connor, Chris Dyer, Kevin Gimpel, Nathan Schneider, Noah A. Smith
2013 conf
HLT-NAACL
Nathan Schneider, Behrang Mohit, Chris Dyer, Kemal Oflazer, Noah A. Smith
2012 conf
ACL (2)
Nathan Schneider, Behrang Mohit, Kemal Oflazer, Noah A. Smith
2012 A conf
EACL
Behrang Mohit, Nathan Schneider, Rishav Bhowmick, Kemal Oflazer, Noah A. Smith
2011 conf
ACL (2)
Kevin Gimpel, Nathan Schneider, Brendan O'Connor, Dipanjan Das, Daniel Mills, Jacob Eisenstein, Michael Heilman, Dani Yogatama, Jeffrey Flanigan, Noah A. Smith
2010 conf
HLT-NAACL
Dipanjan Das, Nathan Schneider, Desai Chen, Noah A. Smith
2010 conf
SemEval@ACL
Desai Chen, Nathan Schneider, Dipanjan Das, Noah A. Smith
yara/README.md
← Index yara/README.md markdown
# YARA Rules Directory

This folder contains YARA rules for scanning binary samples.

## Setting Up YARA-Forge Rules

To use the YARA-Forge rules from [https://github.com/YARAHQ/yara-forge](https://github.com/YARAHQ/yara-forge):

```bash
# Download the latest release
cd /path/to/redb/yara
# wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-core.zip
wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-extended.zip

# Extract rules
# unzip yara-forge-rules-core.zip
unzip yara-forge-rules-extended.zip
```

Available packages:
- `yara-forge-rules-core.zip` - Core rules (~5,000 rules)
- `yara-forge-rules-extended.zip` - Extended rules (~10,000 rules)
- `yara-forge-rules-full.zip` - Full rules (~11,000+ rules)

## Pre-compiling Rules (Recommended for Production)

For large rulesets like YARA-Forge, pre-compiling rules significantly improves startup time:

```bash
# Pre-compile all rules into a single .yarac file
python -m redb.extractors.yara --compile

# Or specify custom paths
python -m redb.extractors.yara --compile --rules-path /path/to/rules --output /path/to/output.yarac
```

This creates `yara/compiled_rules.yarac` which is loaded automatically on subsequent runs.

### Performance Comparison

| Method | First Scan Startup | Subsequent Scans |
|--------|-------------------|------------------|
| Source files (.yar) | ~10-30 seconds (11k rules) | Instant (cached) |
| Pre-compiled (.yarac) | ~1-2 seconds | Instant (cached) |

## Directory Structure

```
yara/
├── README.md
├── .gitkeep
├── compiled_rules.yarac    # (optional) Pre-compiled rules
├── packages/               # YARA-Forge packages
│   └── core/
│       └── *.yar
└── custom/                 # Your custom rules
    └── my_rules.yar
```

Rules are loaded in this priority:
1. `compiled_rules.yarac` (if exists) - fastest
2. All `.yar` and `.yara` files recursively - compiles on first run

## Usage

### Scan with YARA only

```bash
# Scan local files
python start.py --path /path/to/samples -y --repo my_repo --index_prefix redb

# Scan S3 samples
python start.py --s3 --repo bazaar -y --index_prefix redb

# Dry-run (print results instead of storing in ClickHouse)
python start.py --path /path/to/samples -y --dry-run --repo test --index_prefix redb
```

### Scan already-analyzed samples

Run YARA on samples that were previously analyzed (already in `basic_properties`).
Deduplication is handled by the `yara_matches` table — samples already scanned are
automatically excluded before processing begins:

```bash
# Scan all analyzed macho samples with YARA
python start.py --analyzed --magika macho -y --index_prefix redb

# Scan all analyzed PE samples with YARA
python start.py --analyzed --magika pe -y --index_prefix redb

# Scan all analyzed samples (no filetype filter)
python start.py --analyzed -y --index_prefix redb
```

### Partition large YARA runs by date

Combine `--analyzed` with `--range` to partition millions of samples into
manageable batches. Only samples in `basic_properties` AND within the date
range (by `first_seen` in `catalog_samples`) are processed:

```bash
# Scan analyzed PE samples from Feb 2025
python start.py --range 2025-02-01 2025-02-28 --analyzed --magika pebin -y --index_prefix redb

# Scan analyzed PE samples from first week of March 2025
python start.py --range 2025-03-01 2025-03-08 --analyzed --magika pebin -y --index_prefix redb
```

YARA dedup still applies — re-running a range safely skips already-scanned samples.

### Combined Features + YARA

Run feature extraction and YARA scanning together on the same samples:

```bash
# Local files with features + YARA
python start.py --path /path/to/samples --with-yara --repo my_repo --index_prefix redb

# S3 samples with features + YARA
python start.py --s3 --repo bazaar --with-yara --index_prefix redb
```

### Pre-compile Rules

```bash
# Compile and save to default location (yara/compiled_rules.yarac)
python -m redb.extractors.yara --compile

# Compile with custom paths
python -m redb.extractors.yara --compile --rules-path ./my_rules --output ./compiled.yarac
```

### Sync Rules to Database

Before batch scanning, sync rules to ensure all rule metadata is stored:

```bash
# Sync rules to database
python -m redb.extractors.yara --sync-rules

# Sync with custom source collection name
python -m redb.extractors.yara --sync-rules --source-collection yara-forge-core

# Compile and sync in one command
python -m redb.extractors.yara --compile --sync-rules
```

## ClickHouse Table Schema

YARA data uses a **normalized schema** with two tables for efficient storage.

### Matches Table: `yara_matches`

Stores one row per sample-rule match (optimized with binary sha256 and rule_id):

| Column | Type | Description |
|--------|------|-------------|
| sha256 | FixedString(32) | Binary SHA256 (32 bytes, use `hex(sha256)` to display) |
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | LowCardinality(String) | YARA rule name (denormalized for convenience) |
| scan_date | DateTime64(3, 'UTC') | Scan timestamp |
| match_strings | Array(String) | Matched string identifiers |

### Rules Table: `yara_rules`

Stores rule metadata once per unique rule (deduplicated by rule_id):

| Column | Type | Description |
|--------|------|-------------|
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | String | YARA rule name |
| source_collection | LowCardinality(String) | Source collection (e.g., 'yara-forge-core', 'malpedia') |
| ingested_at | DateTime64(3, 'UTC') | When this rule was ingested |
| rule_text | String | Full rule source code |
| rule_meta | JSON | Rule metadata (author, description, reference, etc.) |
| rule_tags | Array(LowCardinality(String)) | Rule tags |

### Schema Benefits

- **Binary SHA256**: 32 bytes vs 64 bytes (50% storage savings on hash columns)
- **UInt64 rule_id**: Fast joins and lookups via integer key
- **Content-based rule_id**: xxHash64 of canonical rule content (excluding metadata) for deduplication
- **Denormalized rule_name**: Allows queries without joins for common use cases

### Example Queries

```sql
-- Get matches with hex sha256
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings
FROM yara_matches m
WHERE m.sha256 = unhex('abc123...')

-- Join with rules for full metadata
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings,
    r.rule_meta,
    r.source_collection
FROM yara_matches m
JOIN yara_rules r ON m.rule_id = r.rule_id
WHERE m.sha256 = unhex('abc123...')

-- Find all samples matching a specific rule
SELECT hex(sha256), scan_date
FROM yara_matches
WHERE rule_name = 'APT_Lazarus_Loader'
ORDER BY scan_date DESC
```

## Environment Variables

| Variable | Description | Default |
|----------|-------------|---------|
| `YARA_RULES_PATH` | Override the YARA rules directory | `yara/` |
| `YARA_COMPILED_RULES` | Compiled rules filename | `compiled_rules.yarac` |
| `YARA_SOURCE_COLLECTION` | Default source collection name | `default` |