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Changelog

Upcoming

v0.3.0 - 2023-11-01

Models

  • Added support for Lit-GPT (#1792)
  • Added support for stop sequences in HuggingFaceClient (#1892, #1909)
  • Added Mistral 7B model (#1906)
  • Added IDEFICS model (#1871)
  • Added Anthropic Claude 2 (#1900)

Scenarios

  • Added 31 scenarios from CLEVA for evaluation of Chinese language models (#1824, #1864)
  • Added VQA scenario model (#1871)
  • Adddd support for running MCQA scenarios from users' JSONL files (#1889)

Metrics

  • Fixed a bug that prevented using Anthropic Claude for model critique (#1862)

Frontend

  • Added a React frontend (#1819, #1893)

Framework

  • Added support for multi-modal scenarios and Vision Language Model (VLM) evaluation (#1871)
  • Added support for Python 3.9 and 3.10 (#1897)
  • Added a new Tokenizer class in preparation for removing tokenize() and decode() from Client in a future release (#1874)
  • Made more dependencies optional instead of required, and added install command suggestions (#1834, #1961)
  • Added support for configuring users' model deployments through YAML configuration files (#1861)

Evaluation Results

  • Added evaluation results for Stanford Alpaca, MosaicML MPT, TII UAE Falcon, LMSYS Vicuna

Contributors

Thank you to the following contributors for your work on this HELM release!

  • @aniketmaurya
  • @Anindyadeep
  • @brianwgoldman
  • @drisspg
  • @farzaank
  • @fzyxh
  • @HenryHZY
  • @Jianqiao-Zhao
  • @JosselinSomervilleRoberts
  • @LoryPack
  • @lyy1994
  • @mkly
  • @msaroufim
  • @percyliang
  • @RossBencina
  • @teetone
  • @yifanmai
  • @zd11024

v0.2.4 - 2023-09-20

Models

  • Added Meta LLaMA, Meta Llama 2, EleutherAI Pythia, Together RedPajama on Together (#1821)
  • Removed the unofficial chat-gpt client in favor of the official API (#1809)
  • Added support for models for the NeurIPS Efficiency Challenge (#1693)

Frontend

  • Added support for rendering train-test overlap stats in the frontend (#1747)
  • Fixed a bug where stats with NaN values would cause the frontend to fail to render tables (#1784)

Framework

  • Moved many dependencies, especially those only used by a single model provider or a small number of runs, to optional extra dependencies (#1798, #1844)
  • Widened some dependencies (e.g. PyTorch) to reduce dependency conflicts with other packages (#1759)
  • Added MaxEvalInstancesRunExpander to allow overriding the number of eval instances at the run level (#1837)
  • Updated human critique evaluation on Amazon Mechanical Turk to support emoji and other special characters (#1773)
  • Fixed a bug where in-context learning examples with multiple correct references were adapted to prompts where all the correct references are concatenated together as the output, which was not intended for some scenarios (e.g. narrative_qa, natural_qa, quac and wikifact) (#1785)
  • Fixed a bug where ObjectSpec is not hashable if any arg is a list (#1771)

Evaluations

  • Added evaluation results for Meta LLaMA, Meta Llama 2, EleutherAI Pythia, Together RedPajama on Together
  • Corrected evaluation results for AI21 Jurassic-2 and Writer Palmyra for the scenarios narrative_qa, natural_qa, quac and wikifact, as they were affected by the bug fixed by #1785

Contributors

Thank you to the following contributors for your contributions to this HELM release!

  • @AndrewJGaut
  • @andyzorigin
  • @bidyapati-p
  • @drisspg
  • @mkly
  • @msaroufim
  • @percyliang
  • @teetone
  • @timothylimyl
  • @unnawut
  • @yifanmai

v0.2.3 - 2023-07-25

Models

  • Added BigCode StarCoder (#1506)
  • Added OPT 1.3B and 6.7B (#1468)
  • Added OpenAI gpt-3.5-turbo-0613 (#1667), gpt-3.5-turbo-16k-0613, gpt-4-0613, gpt-4-32k-0613 (#1468), gpt-4-32k-0314, gpt-4-32k-0314 (#1457)
  • Added OpenAI text-embedding-ada-002 (#1711)
  • Added Writer Palmyra (#1669, #1491)
  • Added Anthropic Claude (#1484)
  • Added Databricks Koala on Together (#1701)
  • Added Stability AI StableLM and Together RedPajama on Together

Scenarios

  • Added legal summarization scenarios (#1454)
  • Fixed corner cases in window service truncation (#1449)
  • Pinned file order for ICE, APPS (code) and ICE scenarios (#1352)
  • Fixed random seed for entity matching scenario (#1475)
  • Added Spider text-to-SQL (#1385)
  • Added Vicuna scenario (#1641), Koala scenario (#1642), open_assistant scenario (#1622), and Anthropic-HH-RLHF scenario (#1643) for instruction-following
  • Added verifiability judgement scenario (#1518)

Metrics

  • Fixed bug in multi-choice exact match calculation when scores are tied (#1494)

Framework

  • Added script for estimating the cost of a run suite (#1480)
  • Added support for human critique evaluation using Surge AI (#1330), Scale AI (#1609), and Amazon Mechanical Turk (#1539)
  • Added support for LLM critique evaluation (#1627)
  • Decreased running time of helm-summarize (#1716)
  • Added SlurmRunner for distributing helm-run jobs over Slurm (#1550)
  • Migrated to the setuptools.build_meta backend (#1535)
  • Stopped non-retriable errors (e.g. content filter errors) from being retried (#1533)
  • Added logging for stack trace and exception message when retries occur (#1555)
  • Added file locking for ensure_file_downloaded() (#1692)

Evaluations

  • Added evaluation results for AI21 Jurassic-2 and Writer Palmyra

v0.2.2 - 2023-03-30

Models

  • Added Cohere Command (#1321)
  • Added Flan-T5 (#1398)
  • Added H3 (#1398)
  • Added GPT-NeoXT-Chat-Base-20B (#1407)
  • Added OpenAI gpt-3.5-turbo-0301 (#1401)
  • Added AI21 Jurassic-2 models (#1409)

Scenarios

  • Some improvements to LEXTREME and LexGLUE legal scenarios (#1429)
  • Added OpinionsQA scenario (#1424)

Metrics

  • Added multilabel classification metrics (#1408)

Framework

  • Fixed --exit-on-error not working and added --skip-completed-runs (#1400)
  • Disabled tqdm in non-interactive mode (#1351)
  • Added plotting (#1403, #1411)
  • Added Hugging Face Model Hub integration (#1103)

Evaluations

  • Added evaluation results for Cohere Command and Aleph Alpha Luminous

v0.2.1 - 2022-02-24

Models

  • Added BigCode SantaCoder (#1312)

Scenarios

  • Added LEXTREME and LexGLUE legal scenarios (#1216)
  • Added WMT14 machine translation scenario (#1329)
  • Added biomedical scenarios: COVID Dialogue, MeQSum, MedDialog, MedMCQA, MedParagraphSimplification, MedQA, PubMedQA (#1332)

Framework

  • Added --run-specs flag to helm-run (#1302)
  • Reduced running time of helm-summarize (#1269)
  • Added classification metrics (#1368)
  • Updated released JSON assets to conform to current JSON schema

v0.2.0 2022-01-11

Models

  • Added Aeph Alpha's Luminous models (#1215)
  • Added AI21's J1-Grande v2 beta model (#1177)
  • Added OpenAI's ChatGPT model (#1231)
  • Added OpenAI's text-davinci-003 model (#1200)

Scenarios

  • Added filtering by subject and level for MATHScenario (#1137)

Frontend

  • Reduced frontend JSON file sizes (#1185)
  • Added table sorting in frontend (#832)
  • Fixed frontend bugs for certain adapter methods (#1236, #1237)
  • Fixed frontend bugs for runs with multiple trials (#1211)

Adaptation

  • Improved sampling of in-context examples (#1172)
  • Internal refactor (#1280)

Result summarization

  • Added average win-rate computation for model-v-scenario tables (#1240)
  • Added additional calibration metrics as a "Targeted evaluation" (#1247)

Misc

  • Added documentation to Read the Docs (#1159, #1164)
  • Breaking schema change: input of Instance and output of Reference are now objects (#1280)

v0.1.0 - 2022-11-17

  • Initial release