From 437d0c45ad93a39d8b58a99f697cc5a5ebc4aac9 Mon Sep 17 00:00:00 2001 From: Pringled Date: Tue, 24 Mar 2026 17:22:12 +0100 Subject: [PATCH 1/4] Update results --- results/README.md | 46 ++++++++++++++---------------- results/make_speed_vs_mteb_plot.py | 18 ++++++------ 2 files changed, 30 insertions(+), 34 deletions(-) diff --git a/results/README.md b/results/README.md index a3b906f0..12ffb68a 100644 --- a/results/README.md +++ b/results/README.md @@ -1,7 +1,9 @@ # Results This document contains the results of the Model2Vec project. The results are presented in the following sections: -- [MTEB Results](#mteb-results) +- [MTEB Results (English)](#mteb-results-english) +- [MMTEB Results (Multilingual)](#mmteb-results-multilingual) +- [Retrieval Results](#retrieval-results) - [Training Results](#training-results) - [Ablations](#ablations) @@ -13,17 +15,12 @@ Note: The `potion` and `M2V` models are our static models. | Model | Avg (All) | Avg (MTEB) | Class | Clust | PairClass | Rank | Ret | STS | Sum | Pearl | WordSim | |:-----------------------|------------:|-------------:|--------:|--------:|------------:|-------:|-------:|-------:|-------:|--------:|----------:| -| [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) | 56.08 | 56.09 | 62.62 | 41.94 | 82.37 | 58.04 | 41.95 | 78.90 | 30.81 | 60.83 | 49.91 | -| [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) | 52.46 | 51.66 | 65.97 | 35.29 | 78.17 | 50.92 | 33.52 | 74.22 | 29.78 | 55.37 | 55.15 | -| [potion-base-8M](https://huggingface.co/minishlab/potion-base-8M) | 50.54 | 50.03 | 64.44 | 32.93 | 76.62 | 49.73 | 31.71 | 73.24 | 29.28 | 53.54 | 50.75 | -| [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M) | 49.73 | 49.76 | 59.56 | 30.55 | 76.38 | 50.05 | 36.35 | 73.22 | 28.85 | 49.31 | 50.02 | -| [potion-base-4M](https://huggingface.co/minishlab/potion-base-4M) | 48.87 | 48.23 | 62.19 | 31.47 | 75.37 | 48.75 | 29.11 | 72.19 | 28.89 | 52.55 | 49.21 | -| [static-retrieval-mrl-en-v1](https://huggingface.co/minishlab/static-retrieval-mrl-en-v1) | 48.18 | 48.36 | 57.39 | 28.32 | 75.63 | 49.16 | 35.61 | 72.18 | 28.64 | 49.68 | 44.76 | -| [static-similarity-mrl-multilingual-v1](https://huggingface.co/minishlab/static-similarity-mrl-multilingual-v1) | 48.15 | 47.15 | 59.96 | 24.40 | 79.02 | 48.25 | 29.54 | 74.88 | 30.28 | 51.66 | 51.66 | -| [M2V_base_output](https://huggingface.co/minishlab/M2V_base_output) | 46.79 | 45.34 | 61.25 | 25.58 | 74.9 | 47.63 | 26.14 | 68.58 | 29.2 | 54.02 | 49.18 | -| [potion-base-2M](https://huggingface.co/minishlab/potion-base-2M) | 45.52 | 44.77 | 58.45 | 27.5 | 73.72 | 46.82 | 24.13 | 70.14 | 31.51 | 50.82 | 44.72 | -| [GloVe_300d](https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d) | 42.84 | 42.36 | 57.31 | 27.66 | 72.48 | 43.3 | 22.78 | 61.9 | 28.81 | 45.65 | 43.05 | -| [BPEmb_50k_300d](https://github.com/bheinzerling/bpemb) | 39.34 | 37.78 | 55.76 | 23.35 | 57.86 | 43.21 | 17.5 | 55.1 | 29.74 | 47.56 | 41.28 | +| [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) | 55.80 | 55.93 | 69.25 | 44.90 | 82.37 | 47.14 | 42.92 | 78.95 | 25.96 | 60.83 | 49.91 | +| [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) | 52.83 | 52.13 | 71.70 | 41.25 | 78.17 | 42.45 | 32.67 | 73.93 | 24.74 | 55.37 | 55.15 | +| [potion-base-8M](https://huggingface.co/minishlab/potion-base-8M) | 51.32 | 51.08 | 70.34 | 39.74 | 76.62 | 41.79 | 31.11 | 72.91 | 25.06 | 53.54 | 50.75 | +| [M2V_base_output](https://huggingface.co/minishlab/M2V_base_output) | 48.77 | 47.96 | 66.84 | 33.96 | 74.90 | 39.31 | 25.36 | 68.76 | 26.61 | 54.02 | 49.18 | +| [GloVe_300d](https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d) | 45.49 | 45.82 | 62.73 | 37.10 | 72.48 | 38.28 | 21.80 | 61.52 | 26.81 | 45.65 | 43.05 | +| [BPEmb_50k_300d](https://github.com/bheinzerling/bpemb) | 42.33 | 41.74 | 61.72 | 35.17 | 57.86 | 37.26 | 15.36 | 55.30 | 29.49 | 47.56 | 41.28 |
@@ -39,9 +36,7 @@ For readability, the MTEB task names are abbreviated as follows: - Sum: Summarization
-The results show that [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) is the most performant static embedding model. It reaches 92.11% of the performance of [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) with an average MTEB score of 51.66 while being orders of magnitude faster. - -Note: the [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M), [static-retrieval-mrl-en-v1](https://huggingface.co/minishlab/static-retrieval-mrl-en-v1), and [static-similarity-mrl-multilingual-v1](https://huggingface.co/minishlab/static-similarity-mrl-multilingual-v1) models are task-specific models. We've included them for completeness, but they should not be compared directly to the other models for tasks that they are not designed for. +The results show that [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) is the most performant static embedding model. It reaches 93.21% of the performance of [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) with an average MTEB score of 52.13 while being orders of magnitude faster. The figure below shows the relationship between the number of sentences per second and the average MTEB score. The circle sizes correspond to the number of parameters in the models (larger = more parameters). This plot shows that the potion and M2V models are much faster than the other models, while still being competitive in terms of performance with the [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) model. @@ -52,9 +47,11 @@ NOTE: for fairness of comparison, we disabled multiprocessing for Model2Vec for |*Figure: The average MTEB score plotted against sentences per second. The circle size indicates model size.*| -### MMTEB Results (Multilingual) +## MMTEB Results (Multilingual) The results for the multilingual models are shown in the table below. We compare against the [LaBSE](https://huggingface.co/sentence-transformers/LaBSE) model, as well as other multilingual static embedding models. +Note: the MMTEB leaderboard ranks models using a [Borda count](https://en.wikipedia.org/wiki/Borda_count) over per-task ranks rather than a simple average. This rewards models that perform consistently well across all tasks, rather than those that excel on one task type while performing poorly on others. + | Model | Mean (Task) | Mean (TaskType) | BitMining | Class | Clust | InstRet | MultiClass | PairClass | Rank | Ret | STS | | :---------------------------------------- | :---------- | :-------------- | :------------ | :------------- | :--------- | :-------------------- | :------------------------ | :------------------ | :-------- | :-------- | :-------- | | [LaBSE](https://huggingface.co/sentence-transformers/LaBSE) | 52.07 | 45.65 | 76.35 | 54.60 | 38.08 | −3.00 | 20.12 | 75.97 | 50.20 | 33.17 | 65.35 | @@ -74,7 +71,7 @@ For readability, the MMTEB task names are abbreviated as follows: - Class: Classification - Clust: Clustering - InstRet: Instruction Retrieval -- MuliClass: Multilabel Classification +- MultiClass: Multilabel Classification - PairClass: PairClassification - Rank: Reranking - Ret: Retrieval @@ -82,19 +79,18 @@ For readability, the MMTEB task names are abbreviated as follows: -### Retrieval Results +## Retrieval Results -A subset of models we created and compare against are specifically designed for retrieval tasks. The results are shown in the table below, including two general-purpose models for comparison and a transformer. +Some of our models are specifically designed for retrieval tasks. The results are shown in the table below, with [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) included as a transformer baseline and [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) as a general-purpose static baseline. | Model | Retrieval Score | |:-----------------------|------------------:| -| [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) | 41.95 | -| [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M) | 36.35 | -| [static-retrieval-mrl-en-v1](https://huggingface.co/minishlab/static-retrieval-mrl-en-v1) | 35.61 | -| [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) | 33.52 | -| [potion-base-8M](https://huggingface.co/minishlab/potion-base-8M) | 31.71 | +| [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) | 42.92 | +| [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M) | 35.06 | +| [static-retrieval-mrl-en-v1](https://huggingface.co/minishlab/static-retrieval-mrl-en-v1) | 34.95 | +| [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) | 32.67 | -As can be seen, [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M) model is the most performant static retrieval model, reaching 86.65%% of the performance of [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) with a retrieval score of 36.35. +As can be seen, [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M) is the most performant static retrieval model, reaching 81.69% of the performance of [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) with a retrieval score of 35.06. ## Training Results diff --git a/results/make_speed_vs_mteb_plot.py b/results/make_speed_vs_mteb_plot.py index b0d4d99e..b383e005 100644 --- a/results/make_speed_vs_mteb_plot.py +++ b/results/make_speed_vs_mteb_plot.py @@ -122,15 +122,15 @@ def main(save_path: str, n_texts: int) -> None: texts = ds["text"][:n_texts] summarized_results = [ - {"Model": "potion-base-2M", "Average score": 44.77, "Samples per second": None, "Params (Million)": 1.875}, - {"Model": "GloVe 6B 300d", "Average score": 42.36, "Samples per second": None, "Params (Million)": 120.000}, - {"Model": "potion-base-4M", "Average score": 48.23, "Samples per second": None, "Params (Million)": 3.750}, - {"Model": "all-MiniLM-L6-v2", "Average score": 56.09, "Samples per second": None, "Params (Million)": 23.000}, - {"Model": "potion-base-8M", "Average score": 50.03, "Samples per second": None, "Params (Million)": 7.500}, - {"Model": "bge-base-en-v1.5", "Average score": 63.56, "Samples per second": None, "Params (Million)": 109.000}, - {"Model": "M2V_base_output", "Average score": 45.34, "Samples per second": None, "Params (Million)": 7.500}, - {"Model": "BPEmb-50k-300d", "Average score": 37.78, "Samples per second": None, "Params (Million)": 15.000}, - {"Model": "potion-base-32M", "Average score": 51.66, "Samples per second": None, "Params (Million)": 32.300}, + {"Model": "potion-base-2M", "Average score": 47.49, "Samples per second": None, "Params (Million)": 1.875}, + {"Model": "GloVe 6B 300d", "Average score": 45.82, "Samples per second": None, "Params (Million)": 120.000}, + {"Model": "potion-base-4M", "Average score": 49.77, "Samples per second": None, "Params (Million)": 3.750}, + {"Model": "all-MiniLM-L6-v2", "Average score": 55.93, "Samples per second": None, "Params (Million)": 23.000}, + {"Model": "potion-base-8M", "Average score": 51.08, "Samples per second": None, "Params (Million)": 7.500}, + {"Model": "bge-base-en-v1.5", "Average score": 60.77, "Samples per second": None, "Params (Million)": 109.000}, + {"Model": "M2V_base_output", "Average score": 47.96, "Samples per second": None, "Params (Million)": 7.500}, + {"Model": "BPEmb-50k-300d", "Average score": 41.74, "Samples per second": None, "Params (Million)": 15.000}, + {"Model": "potion-base-32M", "Average score": 52.13, "Samples per second": None, "Params (Million)": 32.300}, ] timings = {} From 06feca9cf6d3f93f88dc70c1ec5fc9e380c7b0f4 Mon Sep 17 00:00:00 2001 From: Pringled Date: Tue, 24 Mar 2026 19:15:40 +0100 Subject: [PATCH 2/4] Update plot --- assets/images/speed_vs_mteb_plot.png | Bin 0 -> 149024 bytes results/README.md | 2 +- results/make_speed_vs_mteb_plot.py | 82 ++++++++++++++------------- 3 files changed, 45 insertions(+), 39 deletions(-) create mode 100644 assets/images/speed_vs_mteb_plot.png diff --git a/assets/images/speed_vs_mteb_plot.png b/assets/images/speed_vs_mteb_plot.png new file mode 100644 index 0000000000000000000000000000000000000000..1da9ed8e02544b888e074fa2bbd6b4c81ddc0d54 GIT binary patch literal 149024 zcmd?RbyU>*8!n2Cuni<7L~$DoC0jZb9Z(PuVTNw$lJ3wADs2%`BOoPVik7g<~|VG*nbn$8O)c zd5?m_?E)Q%STx_jO&bpa7Ia@i{ zU*#9P!Y{^q*3!l0fwP2wfZc!2;CFDc5cr_$+6q@W`rwwfGZodDTI9cd_U*1RRQsr? 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n_texts: int) -> None: +def main(save_path: str, n_texts: int, force_benchmark: bool) -> None: """Benchmark text embedding models and generate a plot.""" - # Define the models to benchmark - models: dict[str, list[str]] = { - "BPEmb-50k-300d": ["", "BPEmb"], - "all-MiniLM-L6-v2": ["sentence-transformers/all-MiniLM-L6-v2", "ST"], - "bge-base-en-v1.5": ["BAAI/bge-base-en-v1.5", "ST"], - "GloVe 6B 300d": ["sentence-transformers/average_word_embeddings_glove.6B.300d", "ST"], - "potion-base-8M": ["minishlab/potion-base-8M", "M2V"], - } - - # Load the dataset - ds = load_dataset("wikimedia/wikipedia", data_files="20231101.en/train-00000-of-00041.parquet")["train"] - texts = ds["text"][:n_texts] + save_dir = Path(save_path) + save_dir.mkdir(parents=True, exist_ok=True) + json_path = save_dir / "speed_benchmark_results.json" summarized_results = [ {"Model": "potion-base-2M", "Average score": 47.49, "Samples per second": None, "Params (Million)": 1.875}, @@ -128,46 +119,56 @@ def main(save_path: str, n_texts: int) -> None: {"Model": "all-MiniLM-L6-v2", "Average score": 55.93, "Samples per second": None, "Params (Million)": 23.000}, {"Model": "potion-base-8M", "Average score": 51.08, "Samples per second": None, "Params (Million)": 7.500}, {"Model": "bge-base-en-v1.5", "Average score": 60.77, "Samples per second": None, "Params (Million)": 109.000}, - {"Model": "M2V_base_output", "Average score": 47.96, "Samples per second": None, "Params (Million)": 7.500}, {"Model": "BPEmb-50k-300d", "Average score": 41.74, "Samples per second": None, "Params (Million)": 15.000}, {"Model": "potion-base-32M", "Average score": 52.13, "Samples per second": None, "Params (Million)": 32.300}, ] - timings = {} - - for name, info in models.items(): - timing = benchmark_model(name, info, texts) - timings[name] = timing - # Update summarized results - for result in summarized_results: - if result["Model"] == name: - result["Samples per second"] = timing["docs_per_second"] - - # Set potion-base-8M as the reference speed for the other potion models + if not force_benchmark and json_path.exists(): + logger.info(f"Loading cached timings from {json_path} (use --force-benchmark to re-run)") + with open(json_path) as file: + timings = json.load(file) + else: + # Define the models to benchmark + models: dict[str, list[str]] = { + "BPEmb-50k-300d": ["", "BPEmb"], + "all-MiniLM-L6-v2": ["sentence-transformers/all-MiniLM-L6-v2", "ST"], + "bge-base-en-v1.5": ["BAAI/bge-base-en-v1.5", "ST"], + "GloVe 6B 300d": ["sentence-transformers/average_word_embeddings_glove.6B.300d", "ST"], + "potion-base-8M": ["minishlab/potion-base-8M", "M2V"], + } + + # Load the dataset + ds = load_dataset("wikimedia/wikipedia", data_files="20231101.en/train-00000-of-00041.parquet")["train"] + texts = ds["text"][:n_texts] + + timings = {} + for name, info in models.items(): + timing = benchmark_model(name, info, texts) + timings[name] = timing + + with open(json_path, "w") as file: + json.dump(timings, file, indent=4) + logger.info(f"Timings saved to {json_path}") + + for result in summarized_results: + name = str(result["Model"]) + if name in timings: + result["Samples per second"] = timings[name]["docs_per_second"] + + # Set potion-base-8M as the reference speed for the other M2V models potion_base_8m_speed = next( result["Samples per second"] for result in summarized_results if result["Model"] == "potion-base-8M" ) - for model_name in ["M2V_base_output", "potion-base-2M", "potion-base-4M", "potion-base-32M"]: + for model_name in ["potion-base-2M", "potion-base-4M", "potion-base-32M"]: for result in summarized_results: if result["Model"] == model_name: result["Samples per second"] = potion_base_8m_speed - # Ensure save_path is a directory - save_dir = Path(save_path) - save_dir.mkdir(parents=True, exist_ok=True) - - # Save timings to JSON - json_path = save_dir / "speed_benchmark_results.json" - with open(json_path, "w") as file: - json.dump(timings, file, indent=4) - # Create and save the plot df = pd.DataFrame(summarized_results) plot = make_plot(df) plot_path = save_dir / "speed_vs_mteb_plot.png" plot.save(plot_path, width=12, height=10) - - logger.info(f"Timings saved to {json_path}") logger.info(f"Plot saved to {plot_path}") @@ -179,6 +180,11 @@ def main(save_path: str, n_texts: int) -> None: parser.add_argument( "--n-texts", type=int, default=100_000, help="Number of texts to use from the dataset for benchmarking." ) + parser.add_argument( + "--force-benchmark", + action="store_true", + help="Re-run the speed benchmark even if cached results exist.", + ) args = parser.parse_args() - main(save_path=args.save_path, n_texts=args.n_texts) + main(save_path=args.save_path, n_texts=args.n_texts, force_benchmark=args.force_benchmark) From bda22d6f7a379c7fd4c4afa9d23494cbad008b90 Mon Sep 17 00:00:00 2001 From: Pringled Date: Wed, 25 Mar 2026 07:47:04 +0100 Subject: [PATCH 3/4] Update plot --- assets/images/speed_vs_mteb_plot.png | Bin 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0.5 # a constant "base" offset for all bubbles + + 0.2 # a constant "base" offset for all bubbles + 0.08 * np.sqrt(df["Params (Million)"]) ) plot = ( @@ -110,7 +109,16 @@ def main(save_path: str, n_texts: int, force_benchmark: bool) -> None: """Benchmark text embedding models and generate a plot.""" save_dir = Path(save_path) save_dir.mkdir(parents=True, exist_ok=True) - json_path = save_dir / "speed_benchmark_results.json" + + # Cached speeds (samples/sec, measured on CPU with 1k Wikipedia texts). + # Re-run with --force-benchmark to update these values. + cached_speeds: dict[str, float] = { + "BPEmb-50k-300d": 84.39, + "all-MiniLM-L6-v2": 62.00, + "bge-base-en-v1.5": 7.42, + "GloVe 6B 300d": 538.39, + "potion-base-8M": 5165.96, + } summarized_results = [ {"Model": "potion-base-2M", "Average score": 47.49, "Samples per second": None, "Params (Million)": 1.875}, @@ -123,12 +131,7 @@ def main(save_path: str, n_texts: int, force_benchmark: bool) -> None: {"Model": "potion-base-32M", "Average score": 52.13, "Samples per second": None, "Params (Million)": 32.300}, ] - if not force_benchmark and json_path.exists(): - logger.info(f"Loading cached timings from {json_path} (use --force-benchmark to re-run)") - with open(json_path) as file: - timings = json.load(file) - else: - # Define the models to benchmark + if force_benchmark: models: dict[str, list[str]] = { "BPEmb-50k-300d": ["", "BPEmb"], "all-MiniLM-L6-v2": ["sentence-transformers/all-MiniLM-L6-v2", "ST"], @@ -136,24 +139,17 @@ def main(save_path: str, n_texts: int, force_benchmark: bool) -> None: "GloVe 6B 300d": ["sentence-transformers/average_word_embeddings_glove.6B.300d", "ST"], "potion-base-8M": ["minishlab/potion-base-8M", "M2V"], } - - # Load the dataset ds = load_dataset("wikimedia/wikipedia", data_files="20231101.en/train-00000-of-00041.parquet")["train"] texts = ds["text"][:n_texts] - - timings = {} for name, info in models.items(): timing = benchmark_model(name, info, texts) - timings[name] = timing - - with open(json_path, "w") as file: - json.dump(timings, file, indent=4) - logger.info(f"Timings saved to {json_path}") + cached_speeds[name] = float(timing["docs_per_second"]) + logger.info("Updated speeds: %s", cached_speeds) for result in summarized_results: name = str(result["Model"]) - if name in timings: - result["Samples per second"] = timings[name]["docs_per_second"] + if name in cached_speeds: + result["Samples per second"] = cached_speeds[name] # Set potion-base-8M as the reference speed for the other M2V models potion_base_8m_speed = next( From 3d6165519bce3a1cd3babd291a870a9dbb755e16 Mon Sep 17 00:00:00 2001 From: Pringled Date: Wed, 25 Mar 2026 07:48:55 +0100 Subject: [PATCH 4/4] Update docs --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 565407cc..3ee7d682 100644 --- a/README.md +++ b/README.md @@ -174,6 +174,8 @@ We provide a number of models that can be used out of the box. These models are We have performed extensive experiments to evaluate the performance of Model2Vec models. The results are documented in the [results](results/README.md) folder. The results are presented in the following sections: - [MTEB Results](results/README.md#mteb-results) +- [MMTEB Results](results/README.md#mmteb-results) +- [Retrieval Results](results/README.md#retrieval-results) - [Training Results](results/README.md#training-results) - [Ablations](results/README.md#ablations)

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