diff --git a/docs/contributing/profiling.md b/docs/contributing/profiling.md
index 91757c40e4f8..ce46445a983c 100644
--- a/docs/contributing/profiling.md
+++ b/docs/contributing/profiling.md
@@ -201,43 +201,45 @@ The profiling traces generated by the continuous profiling workflow are publicly
 
 The Python standard library includes
 [cProfile](https://docs.python.org/3/library/profile.html) for profiling Python
-code. vLLM includes a couple of helpers that make it easy to apply it to a section of vLLM.
-Both the `vllm.utils.profiling.cprofile` and `vllm.utils.profiling.cprofile_context` functions can be
-used to profile a section of code.
+code.
 
-!!! note
-    The `vllm.utils.profiling` helpers are deprecated and will be removed in
-    `v0.21`. Please use Python's `cProfile` module directly instead.
-
-### Example usage - decorator
+### Example usage - function call
 
-The first helper is a Python decorator that can be used to profile a function.
-If a filename is specified, the profile will be saved to that file. If no filename is
-specified, profile data will be printed to stdout.
+If a filename is specified, the profile will be saved to that file. If no
+filename is specified, profile data can be printed to stdout.
 
 ```python
-from vllm.utils.profiling import cprofile
+import cProfile
+
 
-@cprofile("expensive_function.prof")
 def expensive_function():
     # some expensive code
     pass
-```
 
-### Example Usage - context manager
 
-The second helper is a context manager that can be used to profile a block of
-code. Similar to the decorator, the filename is optional.
+profiler = cProfile.Profile()
+profiler.runcall(expensive_function)
+profiler.dump_stats("expensive_function.prof")
+```
+
+### Example usage - context manager style
 
 ```python
-from vllm.utils.profiling import cprofile_context
+import cProfile
+
 
 def another_function():
     # more expensive code
     pass
 
-with cprofile_context("another_function.prof"):
+
+profiler = cProfile.Profile()
+profiler.enable()
+try:
     another_function()
+finally:
+    profiler.disable()
+    profiler.dump_stats("another_function.prof")
 ```
 
 ### Analyzing Profile Results
diff --git a/docs/models/pooling_models/classify.md b/docs/models/pooling_models/classify.md
index 6f361e3fd3ae..6860b09c31ea 100644
--- a/docs/models/pooling_models/classify.md
+++ b/docs/models/pooling_models/classify.md
@@ -299,7 +299,3 @@ Example configuration:
 ### Remove softmax from PoolingParams
 
 We have already removed `softmax` and `activation` from PoolingParams. Instead, use `use_activation`, since we allow `classify` and `token_classify` to use any activation function.
-
-### Remove `logit_bias` and `logit_scale`
-
-`logit_bias` and `logit_scale` are deprecated aliases for `logit_mean` and `logit_sigma` respectively. When using `logit_scale`, it is automatically converted to `logit_sigma = 1/logit_scale`. These deprecated parameters will be removed in v0.21.
diff --git a/vllm/config/pooler.py b/vllm/config/pooler.py
index f8eefb7c2ba4..b52b0abd1d21 100644
--- a/vllm/config/pooler.py
+++ b/vllm/config/pooler.py
@@ -92,18 +92,6 @@ class PoolerConfig:
     activation((logit - logit_mean) / logit_sigma). Defaults to None.
     """
 
-    # Deprecated aliases — will be removed in v0.21
-    logit_bias: float | None = None
-    """
-    Deprecated: Use logit_mean instead. Will be removed in v0.21.
-    """
-
-    logit_scale: float | None = None
-    """
-    Deprecated: Use logit_sigma instead (note: logit_sigma = 1/logit_scale).
-    Will be removed in v0.21.
-    """
-
     ## for reward models
     step_tag_id: int | None = None
     """
@@ -119,36 +107,6 @@ class PoolerConfig:
     """
 
     def __post_init__(self) -> None:
-        # Handle deprecated logit_bias → logit_mean
-        if self.logit_bias is not None:
-            if self.logit_mean is not None:
-                raise ValueError(
-                    "Cannot set both `logit_bias` and `logit_mean`. "
-                    "`logit_bias` is deprecated, use `logit_mean` instead."
-                )
-            logger.warning(
-                "`logit_bias` is deprecated and will be removed in v0.21. "
-                "Use `logit_mean` instead."
-            )
-            self.logit_mean = self.logit_bias
-            self.logit_bias = None
-
-        # Handle deprecated logit_scale → logit_sigma
-        if self.logit_scale is not None:
-            if self.logit_sigma is not None:
-                raise ValueError(
-                    "Cannot set both `logit_scale` and `logit_sigma`. "
-                    "`logit_scale` is deprecated, use `logit_sigma` instead."
-                )
-            logger.warning(
-                "`logit_scale` is deprecated and will be removed in v0.21. "
-                "Use `logit_sigma` instead (logit_sigma = 1/logit_scale)."
-            )
-            if self.logit_scale == 0:
-                raise ValueError("logit_scale cannot be 0 (division by zero)")
-            self.logit_sigma = 1.0 / self.logit_scale
-            self.logit_scale = None
-
         if self.logit_sigma is not None and self.logit_sigma == 0:
             raise ValueError("logit_sigma cannot be 0 (division by zero)")
 
diff --git a/vllm/utils/profiling.py b/vllm/utils/profiling.py
deleted file mode 100644
index ce2a5ba3993a..000000000000
--- a/vllm/utils/profiling.py
+++ /dev/null
@@ -1,66 +0,0 @@
-# SPDX-License-Identifier: Apache-2.0
-# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
-
-from __future__ import annotations
-
-import contextlib
-from collections.abc import Callable
-from functools import wraps
-from typing import Any
-
-from typing_extensions import deprecated
-
-
-@deprecated(
-    "vllm.utils.profiling.cprofile_context() is deprecated and will be removed "
-    "in v0.21. Use Python's cProfile module directly instead."
-)
-@contextlib.contextmanager
-def cprofile_context(save_file: str | None = None):
-    """Run a cprofile
-
-    Args:
-        save_file: path to save the profile result. "1" or
-            None will result in printing to stdout.
-    """
-    import cProfile
-
-    prof = cProfile.Profile()
-    prof.enable()
-
-    try:
-        yield
-    finally:
-        prof.disable()
-        if save_file and save_file != "1":
-            prof.dump_stats(save_file)
-        else:
-            prof.print_stats(sort="cumtime")
-
-
-@deprecated(
-    "vllm.utils.profiling.cprofile() is deprecated and will be removed in "
-    "v0.21. Use Python's cProfile module directly instead."
-)
-def cprofile(save_file: str | None = None, enabled: bool = True):
-    """Decorator to profile a Python method using cProfile.
-
-    Args:
-        save_file: Path to save the profile result.
-            If "1", None, or "", results will be printed to stdout.
-        enabled: Set to false to turn this into a no-op
-    """
-
-    def decorator(func: Callable):
-        @wraps(func)
-        def wrapper(*args: Any, **kwargs: Any):
-            if not enabled:
-                # If profiling is disabled, just call the function directly.
-                return func(*args, **kwargs)
-
-            with cprofile_context(save_file):
-                return func(*args, **kwargs)
-
-        return wrapper
-
-    return decorator