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Release Notes

  • 2.1.0 (TBD) Features:

    • Added -tok spm for multilingual SPM tokenization (thanks to Naman Goyal and James Cross at Facebook)

    Fixes:

    • Handle potential memory usage issues due to LRU caching in tokenizers (#167)
    • Bugfix: BLEU.corpus_score() now using max_ngram_order (#173)

  • 2.0.0 (2021-07-18)

    • Build: Add Windows and OS X testing to Travis CI.
    • Improve documentation and type annotations.
    • Drop Python < 3.6 support and migrate to f-strings.
    • Relax portalocker version pinning, add regex, tabulate, numpy dependencies.
    • Drop input type manipulation through isinstance checks. If the user does not obey to the expected annotations, exceptions will be raised. Robustness attempts lead to confusions and obfuscated score errors in the past (#121)
    • Variable # references per segment is supported for all metrics by default. It is still only available through the API.
    • Use colored strings in tabular outputs (multi-system evaluation mode) through the help of colorama package.
    • tokenizers: Add caching to tokenizers which seem to speed up things a bit.
    • intl tokenizer: Use regex module. Speed goes from ~4 seconds to ~0.6 seconds for a particular test set evaluation. (#46)
    • Signature: Formatting changed (mostly to remove '+' separator as it was interfering with chrF++). The field separator is now '|' and key values are separated with ':' rather than '.'.
    • Signature: Boolean true / false values are shortened to yes / no.
    • Signature: Number of references is var if variable number of references is used.
    • Signature: Add effective order (yes/no) to BLEU and chrF signatures.
    • Metrics: Scale all metrics into the [0, 100] range (#140)
    • Metrics API: Use explicit argument names and defaults for the metrics instead of passing obscure argparse.Namespace objects.
    • Metrics API: A base abstract Metric class is introduced to guide further metric development. This class defines the methods that should be implemented in the derived classes and offers boilerplate methods for the common functionality. A new metric implemented this way will automatically support significance testing.
    • Metrics API: All metrics now receive an optional references argument at initialization time to process and cache the references. Further evaluations of different systems against the same references becomes faster this way for example when using significance testing.
    • BLEU: In case of no n-gram matches at all, skip smoothing and return 0.0 BLEU (#141).
    • CHRF: Added multi-reference support, verified the scores against chrF++.py, added test case.
    • CHRF: Added chrF+ support through word_order argument. Added test cases against chrF++.py. Exposed it through the CLI (--chrf-word-order) (#124)
    • CHRF: Add possibility to disable effective order smoothing (pass --chrf-eps-smoothing). This way, the scores obtained are exactly the same as chrF++, Moses and NLTK implementations. We keep the effective ordering as the default for compatibility, since this only affects sentence-level scoring with very short sentences. (#144)
    • CLI: --input/-i can now ingest multiple systems. For this reason, the positional references should always preceed the -i flag.
    • CLI: Allow modifying TER arguments through CLI. We still keep the TERCOM defaults.
    • CLI: Prefix metric-specific arguments with --chrf and --ter. To maintain compatibility, BLEU argument names are kept the same.
    • CLI: Separate metric-specific arguments for clarity when --help is printed.
    • CLI: Added --format/-f flag. The single-system output mode is now json by default. If you want to keep the old text format persistently, you can export SACREBLEU_FORMAT=text into your shell.
    • CLI: For multi-system mode, json falls back to plain text. latex output can only be generated for multi-system mode.
    • CLI: sacreBLEU now supports evaluating multiple systems for a given test set in an efficient way. Through the use of tabulate package, the results are nicely rendered into a plain text table, LaTeX, HTML or RST (cf. --format/-f argument). The systems can be either given as a list of plain text files to -i/--input or as a tab-separated single stream redirected into STDIN. In the former case, the basenames of the files will be automatically used as system names.
    • Statistical tests: sacreBLEU now supports confidence interval estimation through bootstrap resampling for single-system evaluation (--confidence flag) as well as paired bootstrap resampling (--paired-bs) and paired approximate randomization tests (--paired-ar) when evaluating multiple systems (#40 and #78).

  • 1.5.1 (2021-03-05)

    • Fix extraction error for WMT18 extra test sets (test-ts) (#142)
    • Validation and test datasets are added for multilingual TEDx

  • 1.5.0 (2021-01-15)

    • Fix an assertion error in chrF (#121)
    • Add missing __repr__() methods for BLEU and TER
    • TER: Fix exception when --short is used (#131)
    • Pin Mecab version to 1.0.3 for Python 3.5 support
    • [API Change]: Default value for floor smoothing is now 0.1 instead of 0.
    • [API Change]: sacrebleu.sentence_bleu() now uses the exp smoothing method, exactly the same as the CLI's --sentence-level behavior. This was mainly done to make two methods behave the same.
    • Add smoothing value to BLEU signature (#98)
    • dataset: Fix IWSLT links (#128)
    • Allow variable number of references for BLEU (only via API) (#130). Thanks to Ondrej Dusek (@tuetschek)

  • 1.4.14 (2020-09-13)

    • Added character-based tokenization (-tok char). Thanks to Christian Federmann.
    • Added TER (-m ter). Thanks to Ales Tamchyna! (fixes #90)
    • Allow calling the script as a standalone utility (fixes #86)
    • Fix type annotation issues (fixes #100) and mark sacrebleu as supporting mypy
    • Added WMT20 robustness test sets:
      • wmt20/robust/set1 (en-ja, en-de)
      • wmt20/robust/set2 (en-ja, ja-en)
      • wmt20/robust/set3 (de-en)

  • 1.4.13 (2020-07-30)

    • Added WMT20 newstest test sets (#103)
    • Make mecab3-python an extra dependency, adapt code to new mecab3-python This fixes the recent Windows installation issues as well (#104) Japanese support should now be explicitly installed through sacrebleu[ja] package.
    • Fix return type annotation of corpus_bleu()
    • Improve sentence_score's documentation, do not allow single ref string (#98)

  • 1.4.12 (2020-07-03)

    • Fix a deployment bug (#96)

  • 1.4.11 (2020-07-03)

    • Added Multi30k multimodal MT test set metadata
    • Refactored all tokenizers into respective classes (fixes #85)
    • Refactored all metrics into respective classes
    • Moved utility functions into utils.py
    • Implemented signatures using BLEUSignature and CHRFSignature classes
    • Simplified checking of Chinese characters (fixes #5)
    • Unified common regexp tokenization codes for tokenizers (fixes #27)
    • Fixed --detail failing when no test sets are provided
    • Fixed multi-reference BLEU failing when tab-delimited reference stream is used
    • Removed lowercase option for ChrF which was not functional (#85)
    • Simplified ChrF and used the same I/O logic as BLEU to allow for future multi-reference reading
    • Added score regression tests for chrF using reference chrF++ implementation
    • Added multi-reference & tokenizer & signature tests

  • 1.4.10 (2020-05-30)

    • Fixed bug in signature with mecab tokenizer
    • Cleaned up deprecation warnings (thanks to Karthikeyan Singaravelan @tirkarthi)
    • Now only lists the external typing module as a dependency for Python <= 3.4, as it was integrated in the standard library in Python 3.5 (thanks to Erwan de Lépinau @ErwanDL).
    • Added LICENSE to pypi (thanks to Mark Harfouche @hmaarrfk)

  • 1.4.9 (2020-04-30)

    • Changed get_available_testsets() to return a list
    • Remove Japanese MeCab tokenizer from requirements. (Must be installed manually to avoid Windows incompatibility). Many thanks to Makoto Morishita (@MorinoseiMorizo).

  • 1.4.8 (2020-04-26)

    • Added to API:
      • get_source_file()
      • get_reference_files()
      • get_available_testsets()
      • get_langpairs_for_testset()
    • Some internal refactoring
    • Fixed descriptions of some WMT19/google test sets
    • Added API test case (test/test_apy.py)

  • 1.4.7 (2020-04-19)

    • Added Google's extra wmt19/en-de refs (-t wmt19/google/{ar,arp,hqall,hqp,hqr,wmtp}) (Freitag, Grangier, & Caswell BLEU might be Guilty but References are not Innocent https://arxiv.org/abs/2004.06063)
    • Restored SACREBLEU_DIR and smart_open to exports (thanks to Thomas Liao @tholiao)

  • 1.4.6 (2020-03-28)

    • Large internal reorganization as a module (thanks to Thamme Gowda @thammegowda)

  • 1.4.5 (2020-03-28)

    • Added Japanese MeCab tokenizer (-tok ja-mecab) (thanks to Makoto Morishita @MorinoseiMorizo)
    • Added wmt20/dev test sets (thanks to Martin Popel @martinpopel)

  • 1.4.4 (2020-03-10)

    • Smoothing changes (Sebastian Nickels @sn1c)
      • Fixed bug that only applied smoothing to n-grams for n > 2
      • Added default smoothing values for methods "floor" (0) and "add-k" (1)
    • --list now returns a list of all language pairs for a task when combined with -t (e.g., sacrebleu -t wmt19 --list)
    • added missing languages for IWSLT17
    • Minor code improvements (Thomas Liao @tholiao)

  • 1.4.3 (2019-12-02)

    • Bugfix: handling of result object for CHRF
    • Improved API example

  • 1.4.2 (2019-10-11)

    • Tokenization variant omitted from the chrF signature; it is relevant only for BLEU (thanks to Martin Popel)
    • Bugfix: call to sentence_bleu (thanks to Rachel Bawden)
    • Documentation example for Python API (thanks to Vlad Lyalin)
    • Calls to corpus_chrf and sentence_chrf now return a an object instead of a float (use result.score)

  • 1.4.1 (2019-09-11)

    • Added sentence-level scoring via -sl (--sentence-level)

  • 1.4.0 (2019-09-10)

    • Many thanks to Martin Popel for all the changes below!
    • Added evaluation on concatenated test sets (e.g., -t wmt17,wmt18). Works as long as they all have the same language pair.
    • Added sacrebleu --origlang (both for evaluation on a subset and for --echo). Note that while echoing prints just the subset, evaluation expects the complete test set (and just skips the irrelevant parts).
    • Added sacrebleu --detail for breakdown by domain-specific subsets of the test sets. (Available for WMT19).
    • Minor changes
      • Improved display of sacrebleu -h
      • Added sacrebleu --list
      • Code refactoring
      • Documentation and tests updates
      • Fixed a race condition bug (os.makedirs(outdir, exist_ok=True) instead of if os.path.exists)

  • 1.3.7 (2019-07-12)

    • Lazy loading of regexes cuts import time from ~1s to nearly nothing (thanks, @louismartin!)
    • Added a simple (non-atomic) lock on downloading
    • Can now read multiple refs from a single tab-delimited file. You need to pass --num-refs N to tell it to run the split. Only works with a single reference file passed from the command line.

  • 1.3.6 (2019-06-10)

    • Removed another f-string for Python 3.5 compatibility

  • 1.3.5 (2019-06-07)

    • Restored Python 3.5 compatibility

  • 1.3.4 (2019-05-28)

    • Added MTNT 2019 test sets
    • Added a BLEU object

  • 1.3.3 (2019-05-08)

    • Added WMT'19 test sets

  • 1.3.2 (2018-04-24)

    • Bugfix in test case (thanks to Adam Roberts, @adarob)
    • Passing smoothing method through sentence_bleu

  • 1.3.1 (2019-03-20)

    • Added another smoothing approach (add-k) and a command-line option for choosing the smoothing method (--smooth exp|floor|add-n|none) and the associated value (--smooth-value), when relevant.
    • Changed interface to some functions (backwards incompatible)
      • 'smooth' is now 'smooth_method'
      • 'smooth_floor' is now 'smooth_value'

  • 1.2.21 (19 March 2019)

    • Ctrl-M characters are now treated as normal characters, previously treated as newline.

  • 1.2.20 (28 February 2018)

    • Tokenization now defaults to "zh" when language pair is known

  • 1.2.19 (19 February 2019)

    • Updated checksum for wmt19/dev (seems to have changed)

  • 1.2.18 (19 February 2019)

    • Fixed checksum for wmt17/dev (copy-paste error)

  • 1.2.17 (6 February 2019)

    • Added kk-en and en-kk to wmt19/dev

  • 1.2.16 (4 February 2019)

    • Added gu-en and en-gu to wmt19/dev

  • 1.2.15 (30 January 2019)

    • Added MD5 checksumming of downloaded files for all datasets.

  • 1.2.14 (22 January 2019)

    • Added mtnt1.1/train mtnt1.1/valid mtnt1.1/test data from MTNT

  • 1.2.13 (22 January 2019)

    • Added 'wmt19/dev' task for 'lt-en' and 'en-lt' (development data for new tasks).
    • Added MD5 checksum for downloaded tarballs.

  • 1.2.12 (8 November 2018)

    • Now outputs only only digit after the decimal

  • 1.2.11 (29 August 2018)

    • Added a function for sentence-level, smoothed BLEU

  • 1.2.10 (23 May 2018)

    • Added wmt18 test set (with references)

  • 1.2.9 (15 May 2018)

    • Added zh-en, en-zh, tr-en, and en-tr datasets for wmt18/test-ts

  • 1.2.8 (14 May 2018)

    • Added wmt18/test-ts, the test sources (only) for WMT18
    • Moved README out of sacrebleu.py and the CHANGELOG into a separate file

  • 1.2.7 (10 April 2018)

    • fixed another locale issue (with --echo)
    • grudgingly enabled -tok none from the command line

  • 1.2.6 (22 March 2018)

    • added wmt17/ms (Microsoft's additional ZH-EN references). Try sacrebleu -t wmt17/ms --cite.
    • --echo ref now pastes together all references, if there is more than one

  • 1.2.5 (13 March 2018)

    • added wmt18/dev datasets (en-et and et-en)
    • fixed logic with --force
    • locale-independent installation
    • added "--echo both" (tab-delimited)

  • 1.2.3 (28 January 2018)

    • metrics (-m) are now printed in the order requested
    • chrF now prints a version string (including the beta parameter, importantly)
    • attempt to remove dependence on locale setting

  • 1.2 (17 January 2018)

    • added the chrF metric (-m chrf or -m bleu chrf for both) See 'CHRF: character n-gram F-score for automatic MT evaluation' by Maja Popovic (WMT 2015) [http://www.statmt.org/wmt15/pdf/WMT49.pdf]
    • added IWSLT 2017 test and tuning sets for DE, FR, and ZH (Thanks to Mauro Cettolo and Marcello Federico).
    • added --cite to produce the citation for easy inclusion in papers
    • added --input (-i) to set input to a file instead of STDIN
    • removed accent mark after objection from UN official

  • 1.1.7 (27 November 2017)

    • corpus_bleu() now raises an exception if input streams are different lengths
    • thanks to Martin Popel for:
      • small bugfix in tokenization_13a (not affecting WMT references)
      • adding --tok intl (international tokenization)
    • added wmt17/dev and wmt17/dev sets (for languages intro'd those years)

  • 1.1.6 (15 November 2017)

    • bugfix for tokenization warning

  • 1.1.5 (12 November 2017)

    • added -b option (only output the BLEU score)
    • removed fi-en from list of WMT16/17 systems with more than one reference
    • added WMT16/tworefs and WMT17/tworefs for scoring with both en-fi references

  • 1.1.4 (10 November 2017)

    • added effective order for sentence-level BLEU computation
    • added unit tests from sockeye

  • 1.1.3 (8 November 2017).

    • Factored code a bit to facilitate API:
      • compute_bleu: works from raw stats
      • corpus_bleu for use from the command line
      • raw_corpus_bleu: turns off tokenization, command-line sanity checks, floor smoothing
    • Smoothing (type 'exp', now the default) fixed to produce mteval-v13a.pl results
    • Added 'floor' smoothing (adds 0.01 to 0 counts, more versatile via API), 'none' smoothing (via API)
    • Small bugfixes, windows compatibility (H/T Christian Federmann)

  • 1.0.3 (4 November 2017).

    • Contributions from Christian Federmann:
      • Added explicit support for encoding
      • Fixed Windows support
      • Bugfix in handling reference length with multiple refs

  • version 1.0.1 (1 November 2017).

    • Small bugfix affecting some versions of Python.
    • Code reformatting due to Ozan Çağlayan.

  • version 1.0 (23 October 2017).

    • Support for WMT 2008--2017.
    • Single tokenization (v13a) with lowercase fix (proper lower() instead of just A-Z).
    • Chinese tokenization.
    • Tested to match all WMT17 scores on all arcs.